{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# How to use your own `matplotlib` `Figure` and `Axes` in `mplfinance`\n",
    "\n",
    "---\n",
    "\n",
    "### &bull; Using your own `matplotlib` `Figure` and `Axes` makes your code more complex,<br>&nbsp;&nbsp; compared to direct use of `mplfinance`,<br>&nbsp;&nbsp; but it provides all the power and flexibility of `matplotlib`<br>&nbsp;&nbsp; for those who know how and want to use it.\n",
    "- When you pass a `matplotbib` `Axes` into `mplfinance`,<br>&nbsp;&nbsp; we say that `mplfinance` is in **External Axes Mode.**  \n",
    "- Certain `mplfinance` features may be not available,<br>&nbsp;&nbsp; or may behave differently, when in External Axes Mode (see below for details).\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's grab 5 months of data from the input data frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = idf.loc['2011-07-01':'2011-12-30',:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We can, of course, plot a basic ohlc or candlestick plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.6a5'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__\n",
    "mpf.plot(df,volume=True,tight_layout=True,figscale=0.75)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Basic Introduction to External Axes Mode:\n",
    "\n",
    "---\n",
    "\n",
    "**`mplfinance`** provides a wrapper function to create a **`Figure`:**\n",
    " \n",
    "- [**`mpf.figure()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.pyplot.figure.html#matplotlib-pyplot-figure)\n",
    "  \n",
    "This function behaves exactly like its matplotlib `pyplot` equivalent, with the added feature that it accepts **`style=`** kwarg, and embeds `mplfinance` style information into the Figure that it creates.\n",
    "\n",
    "---\n",
    "\n",
    "**Once you have created a Figure, you can call standard matplotlib Figure methods for creating subplot Axes:**\n",
    "\n",
    "- [**`fig.add_subplot()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.add_subplot)\n",
    "- [**`fig.add_axes()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.add_axes)\n",
    "- [**`fig.subplots()`**](https://matplotlib.org/3.3.0/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure.subplots)\n",
    "\n",
    "Regarding the above three Figure methods, if the Figure was created using `mplfinance`, then these methods will apply style information to the Subplot Axes they create, based on the mplfinance style information found inside the Figure. ***Alternatively*** the user may pass **`style=`** into these Figure methods to apply a style to the Subplot Axes that may be different from the style that was applied to the Figure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "#### EXAMPLE 1\n",
    "\n",
    "Create a figure, and two subplot Axes: one for the OHLC data, and one for Volume.\n",
    "\n",
    "**NOTE** that the style information need only be applied when creating the Figure.  The same style information then propagates throughout subplot Axes creation and into `mpf.plot()`, unless overridden with kwarg `style=` in these latter methods.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "fig = mpf.figure(style='yahoo',figsize=(7,8))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Mpf_Figure size 700x800 with 2 Axes>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpf.plot(df,ax=ax1,volume=ax2)\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "**Notice** above that we display the plot by simply saying,\n",
    "\n",
    "**`fig`**\n",
    "\n",
    "This is because the code is executed in a jupyter notebook **cell**.  \n",
    "\n",
    "In a normal python script you would call **`mpf.show()`** or `plt.show()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "#### EXAMPLE 2\n",
    "\n",
    "Create a figure, (with `default` style) and create four subplot Axes each with a different style."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Mpf_Figure size 1200x900 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = mpf.figure(figsize=(12,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax1 = fig.add_subplot(2,2,1,style='blueskies')\n",
    "ax2 = fig.add_subplot(2,2,2,style='yahoo')\n",
    "\n",
    "s   = mpf.make_mpf_style(base_mpl_style='fast',base_mpf_style='nightclouds')\n",
    "ax3 = fig.add_subplot(2,2,3,style=s)\n",
    "\n",
    "ax4 = fig.add_subplot(2,2,4,style='starsandstripes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpf.plot(df,ax=ax1,axtitle='blueskies',xrotation=15)\n",
    "mpf.plot(df,type='candle',ax=ax2,axtitle='yahoo',xrotation=15)\n",
    "mpf.plot(df,ax=ax3,type='candle',axtitle='nightclouds')\n",
    "mpf.plot(df,type='candle',ax=ax4,axtitle='starsandstripes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Mpf_Figure size 1200x900 with 4 Axes>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "#### EXAMPLE 3\n",
    "\n",
    "Three candle plots side-by-side"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "aapl = pd.read_csv('data/yahoofinance-AAPL-20040819-20180120.csv',index_col='Date',parse_dates=True)\n",
    "goog = pd.read_csv('data/yahoofinance-GOOG-20040819-20180120.csv',index_col='Date',parse_dates=True)\n",
    "spy  = pd.read_csv('data/yahoofinance-SPY-20080101-20180101.csv',index_col='Date',parse_dates=True)\n",
    "aapl = aapl.loc['2016-05-01':'2016-07-31']\n",
    "goog = goog.loc['2016-05-01':'2016-07-31']\n",
    "spy  = spy.loc['2016-05-01':'2016-07-31']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Mpf_Figure size 900x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = mpf.figure(figsize=(9,6),style='yahoo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax1 = fig.add_subplot(2,3,1)\n",
    "ax2 = fig.add_subplot(2,3,2)\n",
    "ax3 = fig.add_subplot(2,3,3)\n",
    "\n",
    "av1 = fig.add_subplot(3,3,7,sharex=ax1)\n",
    "av2 = fig.add_subplot(3,3,8,sharex=ax1)\n",
    "av3 = fig.add_subplot(3,3,9,sharex=ax3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mpf.plot(aapl,type='candle',ax=ax1,volume=av1,mav=(10,20),axtitle='AAPL')\n",
    "mpf.plot(goog,type='candle',ax=ax2,volume=av2,mav=(10,20),axtitle='GOOG')\n",
    "mpf.plot(spy ,type='candle',ax=ax3,volume=av3,mav=(10,20),axtitle='SPY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ONGrUiAceeICZM2fSuHHjWqmDEMJ1TZs2dfr/u+++S6tWrejTpw8ASUlJzJ49m65duwIwbdo05s+fz65du+jSpQsHDhxg9erVrFq1im7dugG2p72DBg1yTAYXQojaIkGQEOKKYp/jk5mZSbNmzRzbs7Kyyj0dKst+03T48OEKgyD7vjLXrzxPaau00z3uzvUry2QysWTJEh5//HHHvjfccAPfffcdt912G8HBwXz33XeYTCb69u0L2IKkoKAgx7kM0L17d4KCgti6dasEQUKIWiVBkBDiihIdHU14eLjTEBmTycTGjRurTH+9e/dugEoTJURFRZGfny9z/argKW2VdrqmJnP9li9fTm5uLuPGjXNsW7hwIQ8//DCtW7fGy8sLX19fFi1aRKtWrQDbUNiKOjpCQ0Mdw2SFEKK2SBAkhKh3BQUFHDlyxPH/Y8eOkZycTKNGjYiMjGTy5MnMmTOHmJgYWrduzZw5c/Dz82P06NEAbN26lW3btnHjjTcSFBTEjh07mDFjBoMHDyYyMtJx3B49evDiiy8ybNgwR2+0zPUrz1PaKu10T03m+n3++ecMGDCAiIgIx7bXXnuNnJwcvv/+exo3bsyPP/7Igw8+yI8//khcXBxQccrei4fCCiFEbZAgSAhRjtFoZOXKlQwaNAgfH59aP/7OnTsd6a8BZsyYAcDYsWOZP38+U6ZMwWg0Mm3aNMdiqUuXLnWsEWQwGPjuu+948803MZlMREZGMn78eJ588kmn90lNTSUvL89pm8z1q5yntNVT2+nueV3duX7Hjx9n3bp1LFq0yLHtyJEjLFiwgE2bNjkWPe7cuTObN2/mn//8J++88w7h4eFkZmaWO152djZhYWEuv78QnqSur9cNmQRBQgjA+YPUaDSSmJjITTfdVCcfqn379uXcuXOVvq7RaHj22WcrHXITHx/PqlWrLvk+Vb2HEJ6mrs9ru8WLFxMaGsqgQYMc24qKigDQarVOZXU6nSPY6t69O3l5eWzfvt2RPGHbtm3k5eXRo0ePOquvEFez+jqvGyLtpYsIIRoqY1YWW9auxZiVRWbBORITE8kskMBBCFE9VquVL774gjFjxuDldaGftW3btrRu3ZqpU6eyfft2jhw5wgcffMDatWsZMmQIAO3ataN///5MmTKFpKQkkpKSmDJlCrfddpskRRANhtFoZNmyZRiNRqftp/PPsvjbJZzOP1v5zvn5aAuL6riGnkOCICE8VX4++lGjCf1pJUVj7iFu40x2toO4TTM5WWz7EM4zF1/mSgohribr1q3j5MmT3H///U7b9Xo9S5YsoWnTpowdO5a+ffvy1VdfMX/+fKcnRgsWLKBjx47cdddd3HXXXcTFxfHxxx/XdzOEqDNlOxztAdHp/LPErn2Od4/8TOza58gprSDQyc/H+/YhxD3xJOTnl3tZrtfuk+FwQniqkhL8zGaG5eeTpbVSolcc7+JHSWkRvba+SYfzAdGJwe/QSO93uWsrhLgK9OvXr9JhqDExMfznP/+pcv+QkBA++eSTuqiaEJddTmkRcZtmOq6vKb1nkpiYSPue11LideEabMw5Cz4WCAy8MFS9a1cCrFYAjHl5rF6/3jZ8XWdlV3u5XleHPAkSwsMpzYWPAa18JAghhBDVUtlQN7tii+lCsOOlKMnNsb1gnzOHluBiCy3uuAfdoNsgP98x58dYUuI4TonJZNtmNKL0Wn5vDyVeimKLqc7b2JDIHY8Qopy13Z7m2gOQ0num9CoJIYQQLnAELJUEQXb2YCf6T48w/HQGvpMmO17zNVvRWK1oLFYoE/hURWPRgevL34nzJAgSQpQT5OVz/rvvZa6JEEIIcZUoLHT+XgVfsxU/s5k7i4rxMZsrLVfVXJ9D5/L4cM0JWmwfiiGvqdvV9XQyJ0gIIYQQQoiayM/H7557Gd6kCX733Av/WwHn17arklYL1opfyjEXE7f1VTq2hxKtrVC2tz8/n8hnY2R31ny2F43SosOboPS2tdgYzyBPgoQQQghP4EYvtRDCNY55QHl5+JXanuz4lZox5uVVOT+oMsVeWoq8vPg+ohk51lJKvBS/t9Xy1d5cbu07he63TmfGmixMpmg0SosGKAr5g7zmB+umgQ2YBEFCCCFEQ2fvpT6dYeulriDFrhDCfcYzZ2zzgOxZEc8vCJxZlOv22ntWrOT66ji2aAHLwsPQ6H0IzoikVdIgPth8hqP+TS6U1ZWSH57G3Idbk9V+MyVB2bXaLk8gQZAQohxvgzfDhg2T1aeFaChKSpx6qV2dcC2EqELZzoVHJzk25/hoids717H2XoXr/pTha7ZiKNUQtbsIg1mDIbgRhbpAnvn2GI0O98RqDQCgU5gPbfN2MPeeaE50/4GzrXfSwt+L6/aDwazBV+ddp81taCQIEkKUY/DxYfjw4RIECdHQaOWyL0StKdu5YLY4Nhd7aS+svXep1NVWK42MVlI6TuHaA7Cz54t8ueUMSU0GsuOk7Ymtj7mA14e14Z/j4mhRfJhWTQ2gse3uY9USv1+yuVaHfBoKIYQQQghRy+xr72Xl57D42yVkF9jWBbJidcz9+cHPlyK9F0F+wShg9sp0/vnbKZRGi16n4dHeLeh5ZiUD2jVGo7FFPppSq+Ppj49OD0g21+qQIEgIIYQQQgh3GQwU6c8HMl66Sov12fQ67x75mV4b/4FOo+VsaREFfnoyFv+bZc3CKVryNfj7kxbQhZ8PngUg2JTNl+M78UivFmgvSh9X9ulPWECIDF+vJgmChBBCCE9hrSQXrxDCfYGBFC352hbIfPJxuZet54OXEr3iaGdfTHr4ve9LHOs3i/QBcwhsdD7Rgb8/S3Zlc9Lflua6c4Q/8ed+Jbpx1U93grx88ZHh69UmQZAQQgjR0JXtsdZ7gcFwuWskRMPg72/77nd+Po7V6pTowLvUNmztmuRiDGYNzXyCifBp5DR/Z+ORHN76+TAArZr4MW9MF+4cNlgCmzomQZAQQgjR0JXtsV7ytWuLOAohXFemo8HboiXl2me49gDs7fN3UnrP5NoDFScvMGt0vL7qKABN/L1Z+MD1RDQOlKc79UCCICGEEMIT2Hus7d+FELXH39+poyEo2DbULcjL15G04OLkBT4+Pmg630FGvi173MvDOxAZ4leuzMVzfgwGg8wDqgVel7sCQojLS6OsjlSbQoiGq6KbKSFEzZQ9r4z2jf7+5c63is69tDMmNmTabsX7tw9lYIewCo8/fPhwACwWCz179iQoKMixTVSfBEFCeCqDgSIvL1YGBhJfnHu5ayOEqGNlb6aEEDWUf34Nn8BAx3llNDrCoHLn28Xnntli5YVlKVgV+HvreGlYB0cK7Mr4+PjQq1cv6cioJTIcTghPFRhIwVeLWdYsnIKP5gEXMtkIIYQQohL5+egG3YZu0G2OYMhdP+xKJ+WUbd+/DmhDRLAENvVNgiAhPFlAAAA+AY0caxfoNFp8dd51+rYbN25kzJgxdOjQgZCQEJYvX+70ulKKN954gw4dOhAREcGwYcPYt2+f4/Xjx4/zxBNPEB8fT0REBNdddx2vv/46JlMVq3ILIYQQtaGkBI3FisZihZISx2ZXh5wqpfjPb8cBaN3Ujz/1jKrT6tbEnDlz6NevH5GRkcTGxnLfffeRmprqVOZf//oXw4YNIyoqipCQEHJzy48u6dKlCyEhIU5fM2fOrKdWVEyCICE8mMFgoGfPnoQFNCJ9wBzH2gUXZ6+pbUVFRXTq1IlZs2ZV+PrcuXOZP38+s2bNYvXq1YSFhTFq1Cjyz/e4HTx4EKvVyjvvvMPmzZt57bXX+Oyzz3jllVfqtN5CCCE8k9FoZNmyZU5D3i7m6po924/nsDfddj0bf0MUOu2VOzF306ZNTJw4kZUrV/Ltt99iNpsZNWoUhYWFjjLFxcX079+fqVOnVnms559/nv379zu+pk2bVtfVr5LMCRLCg5UdX+yv09V58GM3cOBABg4cWOFrSik++ugjnnrqKe644w4APvzwQ9q2bUtCQgITJkxgwIABDBgwwLHPNddcQ1paGp9++qkEQkIIIWqd0WgkMTGRm266iZoOXFt0/ilQgMGLEdc2r3nl6lBCQoLT/+fNm0dsbCw7d+6kT58+ADz22GMAbNiwocpjBQQEEB4eXjcVrQYJgqpgsVguOUnNXq7s94bMU9oq7XSPUgqAvLw8p3PGYDBgcHNRxmPHjpGRkUG/fv2cjtOnTx+2bt3KhAkTKtwvLy+PkJCQatReCHG1c/V6bS9b9ntDJe2sXVarbc7suZJCAvFy3EBbLBZw471P5xr5KSUTgLuui8DHS+Ny3a+Ea3ZeXh5Ata63c+fO5a233qJFixbceeedPPnkk3h71+3w+6pIEFSF1NRUxx+KK9LS0uqwNlcWT2mrtNM1Go2G6OhoOnXqREFBgWP79OnTefbZZ906VkZGBgChoaFO28PCwjhx4kSF+xw5coRPPvmEV1991c2aCyEaAnev1yCf7w1NXbfzTHEeu9pBl9/+zv8aj+VcRDMGZWVz+PgJrGfOuHycz3fnYlEKDdCraSkHDhxwuy6X65qtlGLGjBnccMMNdOzY0a33nDx5MvHx8QQHB7Njxw5efvlljh8/znvvvVftdtSUBEFViI2NdflJUFpaGm3atEGn09VDzS4fT2mrtNM9SilMJhN79uwp16tUXRefe0qpCs/H9PR0Ro8ezYgRIxg/fny1308IUTNdunSpsKPi4YcfZvbs2QBs3bqVV199le3bt+Pl5UXnzp355ptv8PW1LSKZk5PD9OnTWbFiBQCDBw9m1qxZBAcHV/nerl6vQT7fG5r6amd6SS6/2/roaNymFf8OD6P3++8R26KFy8coKbXw8w8bAbi5bVNu6RbnVh0qbKuyQkkB+AS5fJzqXrP/9re/kZKS4jg/3fH44487/t2pUycaNWrEAw88wMyZM2ncuLHbx6sNEgRVQafTufyhai/fkD9oyvKUtko7XWPvgQ0KCnLrnKmIfbxwZmYmzZo1c2zPysoq93QoPT2d4cOH0717d959990ava8QombWrFnjNExn3759jBw5khEjRgC2AGj06NFMnTqVN998E29vb/bs2YNWeyFH08SJEzl16pRjHsJf//pXJk2axFdffVXle7t7vbbvI5/vDUddt1NX5u/U/m9tUJBb77lqTybnikoBGN8rqtr1LdtW7aZ5aHd8hmXkQlSL613avzrX7GeeeYYVK1bw448/0sKNwK8y3bp1A+Dw4cMSBAkhBEB0dDTh4eGsXbuWLl26AGAymdi4caNTOs1Tp04xfPhw4uPjmTdvntONlBCi/jVt2tTp/++++y6tWrVyTJ6eMWMGkyZNcsogFRMT4/j3gQMHWL16NatWrXLcIM2dO5dBgwaRmppKbGxsPbRCiLrzzfaTAEQ19qVP6yY1Pp7m+Ga0615DoyxoV83A8sCPUMOOyIsppXjmmWdYvnw5//3vf4mOjq6V4+7evRvgsiZKkCBICFHvCgoKOHLkiOP/x44dIzk5mUaNGhEZGcnkyZOZM2cOMTExtG7dmjlz5uDn58fo0aMB2xOgO+64g5YtW/LKK6+QnZ3tOJb9A/XUqVOMGDGCDz/8kK5du3L06FEaN24sCU8q4CltlXa6pyaTp00mE0uWLOHxxx9Ho9GQlZXFtm3buPvuuxk0aBBHjx4lNjaWF154gV69egGQlJREUFCQIwAC6N69O0FBQWzdulWCIHFZaUqtXLcf9rbR4KPTu73/sTNFbDlyDoDR17dAW9O02IVZ6L57BI2yoAxBWO78sNYDIIBp06aRkJDA4sWLCQgIcMzbDQoKcgxjzcjIIDMzk8OHDwOQkpJCYGAgLVu2JCQkhK1bt7Jt2zZuvPFGgoKC2LFjBzNmzGDw4MFERkbWep1dJUGQEKLe7dy505H+Gmw9xABjx45l/vz5TJkyBaPRyLRp08jJyaFr164sXbqUwMBAANauXcvhw4c5fPgwcXHOY6rPnbNdZMxmM6mpqRQXFwOg19suWpLwpHKe0lZpp2tqkvBk+fLl5ObmMm7cOACOHj0KwBtvvMErr7xC586d+eqrrxgxYgSbNm0iJiaGjIyMckNewZYkxX7jJcTl4mPREr8fvsfDjHYAACAASURBVBk/kyAvX7f3T9jxBwBaDYy6roZpsZUV3bLH0RScBsAy7H0IuaZmx6zEp59+CsCwYcOcts+bN89xfn/22We8+eabjteGDh3qVMZgMPDdd9/x5ptvYjKZiIyMZPz48Tz55JN1UmdXSRAkhKh3ffv2dQQrFdFoNDz77LOV3miNGzfO8eFbmaioKKf3aNGiBXl5eZLwpAKe0lZpp3tqkvDk888/Z8CAAURERAAX0gs/+OCD3HfffYAtkcIvv/zC559/zksvvQSUT4hir0dN5xoKUVuCvHzx8fFh2LBhl1wU1c5ssfLt76cAW0KE8KCarTSk++19tIfXAmDpMQnVfmiNjleVqq7VdlVdrwHi4+NZtWpVbVarVkgQJITwKJLwpHKe0lZpp2uqm/Dk+PHjrFu3jkWLFjm22ZOctGvXzqlsu3btOHnSNk8iPDyczMzMcsfLzs4mLCzM7foLUVd8fHwYPny4y+XXp50hM78EgHu6tqzRe+uLTuO14W0ArM2vx9rvpRodz5PJTGJRZ4xGI8uWLcNoNF7uqgghhKgnixcvJjQ0lEGDBjm2RUVFERERUW6IXlpammNOQPfu3cnLy2P79u2O17dt20ZeXh49evSon8oLUQe+2WYL9JsGeHNz26aXKF21iD0fobGUoDQ6LHd8ALrLt9jo1U6CIFFnjEYjiYmJEgQJIYSHsFqtfPHFF4wZMwYvrwuDTTQaDU888QQff/wxP/zwA4cPH+a1114jNTWVP/3pT4DtqVD//v2ZMmUKSUlJJCUlMWXKFG677TZJiiAum5p26Gbll7D2oC15z6jrmqPXVf/WW3NyKyF/rAHA2vUhaNq22scSMhxOCCGEELVk3bp1nDx5kvvvv7/ca4899hhGo5Hnn3+enJwc4uLi+Pbbb2nVqpWjzIIFC5g+fTp33XUXALfffjtvvfVWvdVfiIvZO3Svvfbaau2/bHc6FqttaOno62uwvo6yov/5/2z/9GmE9ca/Vf9YApAgSAghhBC1pF+/flVOpJ46darTOkEXCwkJ4ZNPPqmLqglR75RSfHc+IcJ1kcG0aupf7WNpkr9Be3onAOa+08Dv8iww2pDIcDghhBBCCCFq2d70fA5k2NLLj6xJWmxlRbfRlgzBGBCF5boHa6F2QoIgIYQQQgghatl3O21Pgby9tAzt1Kzax9EcWo3mrG0h0ox246Eai7WK8iQIEkIIIYQQohaVWqz8d3c6AAPahxLkW/3ARZtkGyKq/EPJbXFLbVRPIEGQEEIIIYQQFcozFwO2RYLdWSB1/cFszhaWAjUcCpd90LEwqvm6B1GSErvWSBAkhBBCCCHERXJKi4jbNJNd7UH56Rk+fLjLQdC354fCNQ3wpm9Mk2rXwfEUSOeN5brx1T6OKE+CICGEEEIIIS5SbDFR4qX4vT0oveu3zGcKTaw9kAXA8C4ReFV3baDiHLTJSwBQHUeCf1j1jiMqJEGQEEIIIYQQF/HVeWMwa7huP2hKrS7vt3jrCUotNV8bSLvrCzSlRQBYuj9S7eOIikkQJEQDUtOVrYUQQghh00jvR0rvmcTvBx+La7fMJaUWvthyAoA+MU2IDQ+o9vtrk78BwNqiO0RUb7FWUTkJgoRoQOwrW0sQJIQQQlRP2Q7FsIAQtxIi/Df5NGcKTQA81Ce6+pU4k4omcw8AqtPo6h9HVEqCICGEEEIIIc4r26Ho4+PjckIEpRSfbTwGQJtQf25sU4OECPuW2Y6JBmv7YdU+jqicBEGiQjKsSgghhBCeyJ4W210bD53lYGYBAA/2jkaj0VS7Dtp9PwCgontDQHi1jyMqJ0GQqJAMqxJCiKufdGgJ4Z6yabGNOteTIQB8tukoACF+eu6Mj6h+JbIPosncC4DqcGf1jyOqJEGQEEII0UBJh5YQ7qluWuzUjALWp54BYFyPSHz0umrXwfEUSKPF2v6Oah9HVE2CIFEh+6Pg6j4SFle3IpP5cldBCFEbCgudvwvhBqPRyJLvl3I6/+zlrsoVb+H5p0DeXlru7xlZo2Np934PgIruC/6hNa2aqIQEQaIc+6Pgne0gbtNMDp79gyXfL8VoNGI0Gtm8ebP0Kl5h7ENeSkpKanysklIL/d/ZwJ+/3Mne9LxaqJ0Q4rLIz8fvnnsZfjoDv3vuhfz8y10jcZXJKS3i7cM/Ebv2OXLOr1cjysvML2HZrnQARl4bQdMAQ/UPlrUfTfYBAKwyFK5OSRAkyrE/Cj7exY8SL0XXX1/m7cM/kVNaRElJCVu2bKmVm21Re+xDXmrj95KYfJrsAhMr92ZytrC0FmonhLgsSkrwKzVzZ0EhfqVmkM9t4YKy88iUXsvv7aHES1FsMV3uql2x/rP5uGNx1Id6X1OjY2n3JACgNDpUu6E1rZqoggRBolLa838eJXr3x8aKq5NSikVbjgPQuqkffWIa18n7bNy4kTFjxtChQwdCQkJYvnx5uXq88cYbdOjQgYiICIYNG8a+ffucyuTk5DBp0iSioqKIiopi0qRJ5Obm1kl9hbgqGQwU6b34IcCfIr0XGGrQOy08RmXzyLLyc1j87RIZGneRghIzXybZFkft3z6U1qH+1T+Y2Yh25yIAVEw/8G9aG1UUlZC7WiGEw84TuaScsg2Zub9nVI3Se1alqKiITp06MWvWrApfnzt3LvPnz2fWrFmsXr2asLAwRo0aRX6Z4TwTJ04kOTmZhIQEEhISSE5OZtKkSXVSXyGuSoGBFC35mmXNwila8jUEBl7uGomrWJ9Nr/PukZ9laNxFEnb8QZ7RNo/24T7X1OhYmpTv0BTZkitYuz9a06qJS/C63BUQQrjOaDSycuVKBg0a5PLq1e6wPwXyN+gYeV3zWj++3cCBAxk4cGCFryml+Oijj3jqqae44w5bVpwPP/yQtm3bkpCQwIQJEzhw4ACrV69m1apVdOvWDbAFToMGDSI1NZXY2Nhyx83Lk/lNwjPY525GR0eD//leaf8a9E4LgW1UyPEufpSUFlFsMdFI73e5q3TZKaX492bbdTO+ZTDdohvV5GDokj6x/bNJLKrVLbVQQ1EVCYKqYLFYXOoJt1gsTt+vdharLS++qmB72bZeqr3W88exltnvanGl/k6LiopITEykb9++6PV6x3ZrgW1xNnd/5mXbmZVfwv/2ZAAwIj4CXy+Ny+1XyvbXkpeX53TOGAwGDG4OwTl27BgZGRn069fP6Th9+vRh69atTJgwgaSkJIKCghwBEED37t0JCgpi69atFQZBycnJdO7c2a26CHE1ss/dHDlyJFrthQEfKafyuKaJH/4GufSL6tHKACIn+07nc/KcLYvu/T0jazR6QnNyC5qMZACs3R6BOhqJIS6QT8IqpKamOm7uXJGWllaHtak/WWZbKlWLxTlN8qG0Q1iKbGOEjx49SlZWVpXHKTyfkvXQoUP4V9ILaTKZ2L59O127dsXb27umVa91V9rvtOzP1Ki1kPz7Lnp360nwD8toZTBw9OhRx+uV/cwrkpaWxlfJeZRabX/vvUNLOXDggMv7azQaoqOj6dSpEwXnAzKA6dOn8+yzz7p8HICMDFsgFhrqnBY0LCyMEydOOMpc/Lp9H/v+F8vMzHSrHkJcqU7nn2X96rUMv32oy0+ErUox6YvfySsuZeqAWCb0jq7jWoqrjX2kQc+ePQHbEhnepQau2w8pMWDSX+IAHmj1ftt9kE6r4dZ2NUtlrU1aAIAyBGHtck+N6yYuTYKgKsTGxrr8JCgtLY02bdqg01V/cawrRVBJLpwEnc4LyiyWHBrdnJ6/vEzHdtCsdSTNG1V9wtsnqcfExGAwGPj5558ZMGCA00U7NzeX+fPnM3LkSIKDg+ukPdVxpf5Oj2efBsDQvDH9ts+iY55ixDWj8Hn4IY68/DJjr7kGgJjwcIJbtLjk8eztjG7Vmp//+xsAvVs3pn/3Tm7VSymFyWRiz5495Z4EVdfF555SymlbRefmxWWEaGhySouIXfscHQ8reub3ZtfKJJeGx+44kU9Gni07XERw7Q+lFVc/e0KEDl27sKu9bYmM1Ftf5+nWt9GhT1e6bv3H5a7iFWfN+SCoe3Qjgn1rECXm/YFmfyIA1mvvA++A2qieuAR5rlkFnU7n8pe75a/or/PDJy6+lTRhsa2i3AE0vt6XPI59GIZWq6W0tJTly5dTWlpaaZnL3u4r/Heaby2hy5aX2dkOem9707GitcZHjzbA9oHpY7UyPCOTgLHj0BUVudzOtQfPklVgS386/oaoav+8goKCnL6qEwSFh4cD5Z/cZGVlOZ7+hIeHV/hkJzs7m7CwsAqPW9l2Ia5UZVMV25Vdzb7EWlphFq/c0mKn7wA/7s0GINDHi1vb1k3GqS5duhASElLua9q0aU7llFKMHj26wsyQJ06cYMyYMbRo0YKYmBimT5+OySSpmeuT8rqQFlvptdwz4i6aBtjmuljL9ox6uPRcI3tO2eaa9mtfg+uL2Yju+0lolAWFBmvXh2uphuJSJAgSDqfzz7L42yVkF+QA9fNhl2cudvouKld2/aaLhyX4+PgwbNgwGhkMjEg/7faaIIuTTgLQopEPt9TwkX5NRUdHEx4eztq1ax3bTCYTGzdupEePHoBt/k9eXh7bt293lNm2bRt5eXmOMheT+UDiapNZcI7ExEQyC845AiJNqRWDWcN1+0FjvvAZbX/9dP5ZR2dJly0vk2cuxoKWNam2tMaD48Ix6Ovm6faaNWvYv3+/4+u7774DYMSIEU7lPvzwwwqf2FosFu69916KiopYsWIFCxcu5L///S8vvPBCndRXVMxHp0en0aLTaPHV2Yap++q8MZg1RO0uwmDWOLZ7sjUHLkwJ6Ne+mtdNqwXd95PRnrCNxLB2fxRCrqmF2glXSBAkgAtDLN498jO9Nv7D8WHnXYdrZeaUFhG3aSY729keu0vKTddUNDHVx8eH4cOH41ONJy/HckpJOmYLfMd2j0SnrfvhZAUFBSQnJ5OcbJsEeuzYMZKTkzlx4gQajYbJkyczZ84cEhMT2bt3L48//jh+fn6MHj0agHbt2tG/f3+mTJlCUlISSUlJTJkyhdtuu82RFOHUqVP06NHDESgFBQXVebuEqC0Xfz5mnf6DxMREfCxaUnrPJH4/GCznPwsKCx1DmfKKCijxUhyJM1DipTBaSjljaE6hyRYwDY+PqLM6N23alPDwcMfXTz/9RKtWrejTp4+jTHJyMvPmzeODDz4ot/+aNWs4cOAAH3/8MV26dOGWW27hlVde4T//+Y9kd6wH9s7IIC9f0gfMIX3AHEcGuEZ6P1J6z+TaA5DSe6ZkhgPW7LeNRogN8ye6cTV+HkqhXfkc2gPnh8G1G4Z1wMu1WUVxCTInSAAXPWUoLWJT/NN8kjibD8dOo9fO2QD4aPUYzBo6pipKry9i2c8bqpWq2T75sstNPRzvKSk33Wco1dDxkEJzoxVqMMR/RZotkYFep2F010vPI6oNO3fudKS/BpgxYwYAY8eOZf78+UyZMgWj0ci0adPIycmha9euLF26lMAy65wsWLCA6dOnc9dddwFw++2389ZbbzleN5vNpKamUlzs/JTRU7M+VsVT2no1tbOg1EiJl+JYFz988vIJH/cAw0ObojcaCfC2dXboS0oYnpmF371jKVj8OXAhu6fm/IBmi9XKad8oACKCDFzfMqhesj6aTCaWLFnC448/7ti3qKiIRx55hLfeessx7LWspKQkxwLJdv3796ekpIRdu3Zx4403ulRv4T570N2xPRh1VppVcC0O8vJ1+u7JCkrMbD5se7rav5pD4TS//wfd9k8BsEb1wjLiI9BeOXOQPYEEQcKJ/SlDkJftrjpQd+HuOljvy+6eL/J64t/RGM0kJiZy0003VSsISkxMpH3Pa53eU7hnbben+WT5bHws1f/5FZSYWXvE9gRuSKdmNPGvnyEOffv25dy5c5W+rtFoePbZZ6vMLBcSEsInn3xS6etRUVEVvoenZn2sij1Lo8lkuiKzNNa2q+F3as/SqSxWfM1W/MxmRqSfZu/hw+SeT49/5NhxUAqU4vCRowAc37ff6TgpB49y1rsZAL1beJOaetDlOtQk6+Py5cvJzc1l3Lhxjm3PP/88PXr0YMiQIRXuk5mZWW7uXqNGjfD29q4066OoHWXnmil9xdcU+7Drulij7mqzIe0MpRbbdaRaQ+HOpKJbZRvmqZq0wTJ6EXjJz7W+SRAkquSjO//0J832xCFYLz1AV4qgCj4wjUrxc0QzBmVn4+3C0Lj/7j6N0Wz7IL+vR2St1/FK5KlZH6ty9uxZ5s+fz/Dhw2ncuPHlrk6duZp+p05ZOsuIiYlxBEHN28Twr/Awer//Hh28vRmemUXHN9+EKRfWyTppbYrSnALgwVs7EhvmetapmmR9/PzzzxkwYIDjqc6PP/7Ir7/+yi+//FLlfpL18cplH3YNtqQAVqVo0cgz7wnsQ+GaBngT38LNzLYWE7rvJ6MxF6O0eswjFoBvDRZZFdUmQZCoUpCXLym9Z/Jq4kv4WLTVT5Zwfn0bCgsrXbm8xGhk2cpl1Rpi15CVHT5YlrfBu1yvnFGvZ1l4GH3nz8Oq17MyIYFBN9+MTwVr6iilHAkROjQL4NrIKydFeV3S6XRu3VCVzX7XUF2cDbGhuxraWTZLZ7GXliIvL1aGNmWAVuuUVRNAGxSErtR5AqdCgYLV+2xLFXRoFkj7CPfOcfsT06CgILfOmePHj7Nu3ToWLVrk2Pbrr79y5MgRrjmfxt9u/Pjx9OrVi8TERMLCwti2bZvT6zk5OZSWlkp2x1qUc374ua/O260h6Cmn8vhi6wl+O3yWE+cXCB0cF86MIe0ID2o412x7Egh75+/Fw82VUqxPPQPAre1C0bo5j1a7fhba07sAsN7yPDSTpD2Xi4xDEpcUFhBSs0fghYX43XMvw09n4HfPveRk55LnFcL+08UY8ptAqa1X01RiqjDdq6ezDx80lTiniTXYkyFU9Hvx94f8fLSLPkc7YiTk55crsvNELqmZtuB0TLeW0tMqxBXIipVcXx3HFi1gWXgYRn3Fa5EY9XqWhYWiPvknBrOGViklNEqPYX+67RwfcW3dJUS42OLFiwkNDWXQoEGObX/961/ZsGED69evd3wB/OMf/2DevHmALevjvn37OH36tGO/NWvWYDAYiI+Pr7f6N2Q5pUVE/PwU0WueIeLnp1xOSPTLwSzuWbCVb7b/4QiAAFakZHDbexv5z2/HsVhdH2bsKqPRyJLvl3I6/2ytH7sy9iQQ8fupcLj5oaxCzhTarse9W7v35FxzYgvaTXMBsEb3xXrDn2teYVFtEgSJS/Kp6mbbFSUl+JWaaYs//9fuDgYvOsD2Jv15OuEYzfbcit+WWwhMj8HqxjwNcWk+Gk2V6bKX/v4HAAadhqGdy09SFp6porVpRP3JKS0i3ZiDyWp2SklsCC4/XMbbu/zT4KDgJuzu+SKxaYGE/XE9YMteNa6ehrtarVa++OILxowZg5fXhcEm4eHhdOzY0ekLoGXLlkRHRwPQr18/2rVrx+TJk9m9eze//PIL//d//8f48eMlu2MtKbaYsCgrjfV+WJSVYsul12BavS+TxxbvxGS24qPXMqxzM54beA0titLQAIUlFl5Zvp+7P9lCyqnazeKXU1rE24d/Inbtc5zOP1tvn01Vdf5uPXphrmmPVm4EQaVF6BKfQINCGYKwDJ8HGrkNv5zkpy9qxj7MrQomi+LP8fcwNP5Bvm1xHeaLRtRprDoaH72OF344gVFrG18sN2LV4+rE1WKTheXJtonGvSN9CTDIyFhhY3/yKOde/SvbS9/+lxfY3vdF/tpqAKm3vu6UkcuxLlijRhV2UIX4BnGs+a2UmBV6nYa3R3fBp47WBrrYunXrOHnyJPfff7/b++p0Or7++msMBgO33347EyZMYOjQobzyyit1UNOGz5iVxZa1azFmZZV7zZ6QqKSi9adKL1ykV+3N5C9f7aLUovD31vHp+K68c08XRnUJo23+Tj67ryMdI2xZO5P/yGPUR7/xxv8OUGqpnXUGlf7Cwq15RQX19tlUVeevPQi6pokfYYGuL0uhXfcPNGcPA2AZ9A8Iqp9srKJyEgSJajGUljI8IxO/e+6tcKiVnQJmbszix2adbPtZSrn35Db+nPYdH6T8i4wO67H423qOdp0sYnvj/mTmmzz+RswpCLQHmkWXHrbg6lO7lfsyKSgxAzAgpuI5WsJz5JYWO30X9ct+vucU5jn10gf6+TNu1D00C3Tubb7Ueb5g8ykyTLYsf08PjKVDRGCF5epCv379OHfuHG3atLlk2XPnzjF06FCnbZGRkXz99decOnWKw4cPM2vWLJcSMYiL5OejHzWa0J9Woh81utLrtH0Yetn1p+xDwE7nGfnbt8mYrYpAHy8+e7Ar3a8Jcdo/rlkASyf15PnB7fDz1mFVsHDjMR5Z9Dv5RnOdN7M2udL5qpQi6XwQ1OOin0VVNCe2oN36MQDWNgNRne+tWWVFrZAgSFSL4RJDrewOBXRh1SFbkNMhwMTKP7XjxYM/0qbwFB0LTmFslInxus3kNreldTXpfJieeBBzLfUiXa0cQeCZM475VL6TJtfa8b/dYRsKFxniS1xow0+JLCqXU1pEly0vs7MddNnysmPBRFF/Lp73V9mCyK485d1+Io8FG44BcEOrECb0iq79CosrX0kJfmYzw/Lz8TObMeblsWzZMkqquMEvOwRMKcXM/+6jsMSCRgML7r+O6yLLDMksk+zIS6dlQu9oVjzR2zFHZuOhM4z751bSc6+MjkxXAhxXOl+PnS0iM992z+NyEHTxMLjBc0Dm4F4RJAgSbjEYDPTs2RODC2uJfLXjNCf82wIQ3zKYr6cOpnmHNhQt+ZplzcIp/vgjW0GtIid6DwUR+wDYc6qId9YfrasmXBXsN6L5hbn4lZq5s6AQH3P1e9XOFRTzxVLbBeCPnGI2H7FNMh15bYQkRPBw9vVBjsQZKPFSlBTU7ph+UTtcecpbqtHz0orDKCDAW8MbIzq6nblKNCzq/JyTzKJcEhMTOVPkfH7nmS/c8Jf9G/tfSgar99uG0T1wQxRdo8vc8OfnOyU7MmZlsWzZMhr7aPjn+OsZfb1tmNf+jALu/mQL+09XPlqkvtTW6JKtR9yfD6Rd8/JFw+DqL0mJqJoEQcLJpVJg+/j40KtXL3wuMTxh98lc3l13HIDIRgY+vv86fL3Pj0m3p8j2c07NeSY6BXOjbACW7Mgmy9DcpTlHDY195e6d7eCGnXMo8vLihwB/jOcnGbuapnz90VwmXH8/fW+aSo+F+5i504cRHyfx3HcpKGXriBoRLx/GwkaD7WbZ//tE2ga4vpaMqDlHp4el+jdoBoOBgvbDyMi3PU16vHsIzYIbTtpi4Rp7Yo2yQ1tzfLTE7Z3LznZwc9Jsp/L9tr/N7vYajLoL15WcolJeXm4bndGikQ9/7X/R0MbzyY7uLCrGr9SMMT/fEWDodVr+MaIjU/rFAJCRV8LYfyax6dCZOmpx/bLPB2oZ4kuEC+eX5vA6dNv+CYA19rarchjcnDlz6NevH5GRkcTGxnLfffeRmprqVOZf//oXw4YNIyoqipCQEHJzc8sdJycnh0mTJhEVFUVUVBSTJk2qsFx9kiBIABfy4tszEfnoKk7D6oqSUgvPfLsHiwKdtZTX7oymif+FJ0f2YR3ehoueJmmgpP1urF62D++Dgd05MPHpKuccNUT2nvnjXfzICtDaUuM2C0ctWOj0O/LVVfw0TinFpxuPMvGHQ6wLbcsfvhd68A5lF7P5sO0pUK/WjWneqOIPce2av6M5tMa2Gr1okOzDQy4eHlM4YhgHCwouU608T9lOj4tvUN3x476z7Dxr62gadW0EfaJcX/9FNAxlE2tc++tMx/ZiLy0lets1xeTCpX3Oz6lkF9iC6ZeHd8TfzcQ5Go2Gv9waw1t3dcJLq6GgxMzD/9nBDztPuXWcK41SyhEEuTQUrjgHXeITtn39mmIZ8s5VOQxu06ZNTJw4kZUrV/Ltt99iNpsZNWoUhWU6qYuLi+nfvz9Tp06t9DgTJ04kOTmZhIQEEhISSE5OZtKkSfXRhEpJSigBXMiL/2riSyQ8MLNGawO9u+YQh7JsJ4fBfzeD9i7jRPQ7jkXZ7I/c04055fa1ehsxR24g4NCtmHR6Hosfx3+On6NTXP1N7L1S2OcFqADbk7Og4Cak3vo6a8w/0+/WARUucme2WHn1xwN8sfUEAP7mYoad3kPLe+9g2YoVNOp0MztO5mNViof7XFPh+2pObEG3+X3Y/D6WwbOxXv9gnbRPXF6ZBedITEykRbf2TtuV74UsZMasLFb+8guDarJOmKhS2U4Pk4trtlxs5d4MXvhhLwBRjX15fnBb/jh6qDarecWzWCwuD+21WCxO3xuKglIjFmUlRO+HRZXvYdeU6fe2d2+tvm4qCxLn4F1q+3lkF5SQcH7O6JBO4fRpHVL+5+TlhcnLi5V+vgwqKsJqH6VgtTqVvaNzOE389Dzx9W4KTbbO0aYBem5wI620xWot9++L38eV36e1kn3dKXPyXLFjjlO3qOBL/v3o//cMmvx0AEpvn43VtwnU8G+utv527Qsh5+XlOZ03BoOhXCKShIQEp//PmzeP2NhYdu7cSZ8+fQB47LHHANiwYUOF73fgwAFWr17NqlWr6NatGwBz585l0KBBpKamEhsbW6P2VJcEQcLBnoI1yMvXEai4a8fxHBZuPApAcaPT5HfOoMSsKLaYKl2Z2j68y1CqIWpfEWcjLMzb+TWPXTuGfL0PE75PZVGTENo387xA6GLNAhszbtQ9lb4+M3EfX2+zXcCiQ3yISF3BtFengb8/O749xKy7J6G8/TCWWokI9in/QaoU2rW2dLTKJxhrhxF11hZx+difPnSwP33Qg+Kip36FhWjvuRdt06Zw880gQVCdiRmLwAAAIABJREFUqigZgitW78tkyte7HRm83rs33iNT3qempjpu7FyVlpZWR7W5PLLMts5HVUliIYvFXO7fZ07alko4dOgQ/v7+LE7OpdRi+zkOjrLdvFak6PV/sOyLz2n29NOoDOdjlNUE+Ee/JsxYk0WBSTHlq128c3s4TfxcS9lubxPAsaPHKn0fqPr3eTrPNhxv58EUmgU1qbhNWbbh+IeT9+AX2rTc66sPX6hLU+s5DhyofJRKYMZWWu/9FoCzUUM4oVpDJT/L6qjp365GoyE6OppOnTpRUObJ//Tp03n22Wer3DcvzzavLCTE9ex4SUlJBAUFOQIgsC2OHBQUxNatWyUIElcXo1KsiGjGoOxsvM/3GpSUWnj22z0oBQEGHSdbbydEU/kHna/OG51Gy9nSInQaLdtv/D+2WTbS//rrafHu/bxzaAVT2gwhxwgj5m/igRuieKJ/rMdd4L0N5RdErMj61GxHANT9mhDeGNqKV1/8/MIcrPNC/CpPaqFJW4n2xG8AWHtNAd/yCzSKq9/FTx8MpRpapZWwL7bMUNjz4/5HpJ/GfBUO4fAE61OzeeLrXZitigCDF5890JW45kEN7gmHK2JjY916EpSWlkabNm3Q6epn/aT6EFSSCydBp7twjdQoK+en+9m2n4+PNDotWCH6Glv2wJiYGAx+Aaz8YSMAN7ZpwsAenSp9r9xmzQBo3flCmZiYGIKDg8uVbQd4h2Tz2Je7yC2xMu/3Iv71wPXodZcO/O1tAue6ln2fS/0+c0qL6LlyLh3awZeZn3P02tnlO2Xz87FMfJThTZvQ5bnn0f2YCIHOHa//2md72hoRZODG6ztW/vdmKcV7/cMAKP9Q/EbNpZ1P7Sz2W1t/u0opTCYTe/bsKfck6FL7zZgxgxtuuMGx4LErMjIyCA0NLbc9NDSUjPNB9OXgWXeTotaUeHuzLDyMvvPn4X3+g+KTX49y5IxtOMcTA6OYfKYYqHyCdSO9H+kD5lBsMeGr86aR3o+2o+6BbFtvzNCzBzEll/BM/F1YlIZPN5/gh92niTQYad8qkpaN/bnr+uY0DWjYa0gYXHgql280M+P7FACaBngzb2w8GpObQ2usFnRrXwVABTTD2n1iteorrh72pw+/3jCdXzNXctdNd+FH9ecDivpzOs/I098k2xaxNOj49IHriW9Z/gbUU+h0OrczXep0uqs2CDIajaxcuZJBgwY5Osh0Wtv5rME2D6jIy4uVgYHEF+c6toNt1EX0viKKYjX4623XT61Wy3+TMzlXVArAQ32uqfJnoz3/Xvbv9n9Xts+AjuFMvqkVH60/wvbjuby75jDP3t6u6kZaLfim7+HZPSf4uG1zp7pW9D6V/T5NpRZHp09JaREmLI5yjp9j164EmG3JHjRmM2azGS461q6Tticg3a4Jwcur8ttn7bZP0J6xJQ6w3PoiOn/Xn5i4qqZ/u/anpkFBQW6dN3/7299ISUlhxYoVbr9nRe+jlLqsGWolCBLVYjAYbE8nmtgeKx/JLuTD9bYUkG0CLdzaNgA2X/o4jfR+lQ6TAxiVvouomVOZ/OUWzhgiOFNYyplCHTvPniKYAv7YspQZcWfxyzkIGi3ovEHviwqMgKDmqMZtUK1vAW3D/lN/86eDnM6zrV0w8//ZO+/wKMq1D98zs5vdVBISQgi9hEDoXYogXaQXAbG3YzuK7SgqKmLjsxyxCx47inBQOihHQEF6h9AhEBJIIz3Z7GZ3Zr4/ZnezSTbJbkgAZe/rygXJzrzzzu7OzPu03zOqLWEBfphFxRlBMmfalXkKCyHUfXRHiF+CkKHJlMv9n4FKPhcffy8igkMZ3Lc/9YPrYrVate+Nr0HlVYuiqDzzUzw5RVYEAT65pXPpHi4+/vY4JJ/79+8PwLp16+jYv6fz9Vx/iTPfzmPFW+/T8tk34Pj7ztc2dn+K+avfYcmds5xp8Iqq8tVWLd0stn4QfVt6XrfjKdMHtWR/Ug7bz2TzxZZE2kYFM7ZztPZi3gXEQ4vAlAnWIoTCDISkbUQVZfMm8HJGRwqUS4twuks5ddRGdmnTSnPZiu6jU6ZiG2cytXS49tGVRHUK0hE3vwWAEt0VteNfTw2uIp555hnWrl3LmjVraNiwoVf71q9fn/T09HJ/v3jxIpGRkTU1Ra/5e68MfdQarjVDqqry8sqjWGUVvSQQfuZ/WIvb1dixmtXxo2POFsY//Dw/H8jgxNFDPFtnHaPk9UjFKuyrfH+1bkvk6/+FGjcexL+m168ytiVksmi3li8wsn0Uw9vVB1w+o/x8xMlTGBMeTsDkKfDL2nJhfuRipE1zAFDDW6F2mnZZz8HH1YPr98ak17EuIoIhqoqvIujyUZUM/hdbzzpVHu/v14w+Ld3XOPi4NnAYRG16dQZKvj+Ksx1F6ZToEJ3R/m+JCMq2M7kkXNQW+Xf3aVor3nmdJPLe5I6M/3Q7qXkWnl9+hEZGC3U2vUKb7N8QbBVLxBvTDyKueRAd9T0+Xo7VRJFc7JSgL3tdudZGDtz9LmcBFPfX3om0AqdYatsGFdcnS7+/jmDRaoWUYW9qztm/OKqq8swzz7B69WpWrlxJ06beN2Du0aMHeXl57Nmzh27dugGwe/du8vLy6NmzZxV71x5//U/HR43haUfysqw4mOp8IN/ZowEBcu3I6/ZuFsr7HRNZ7f8SY5XfkAS7uonqz2FDF+QWg1Ca9kNp0Bk1qD6qPfgvZJ1Gt/xBdP+5AVIP1srcrhSKovLGGq3Ysm6gnhdHtSm/UZmeDlgs5TaR4pcg5GqKcvINL/ztI2c+PCA4WGtsXD+SHFlmxZIlmDMyPNrVk+7sPtxjsFYug3/4Qh7v/aYVRbePDmH6oFbltvFxjWGXKjaaraVbXYiep7Z+s0tTMYsI8mNUx9rrHxcRZOCzW7vQRJ/Dg+oSWv00hLYZqxBsZlRBRA1phBoegxzVidN1B3Jx8Fz+LGgCgN/57TxSbwfI1iqP4yoX3mnTLLftJVxrI3MNaD35Avwx6XVQJhJ+1KXha9so95Eg4dgqxAPfA6B0nIrasFu13qOrjaeffprFixfz+eefExQURFpaGmlpaRQVlfSiSktL49ChQyQkaBlBhw8f5tChQ2Rna5LisbGxDB48mOnTp7Nr1y527drF9OnTGT58+BUTRQCfEXTN47pY8aQjeVlScs28Zm+q1qSuP3f1ii71uqeNPatCh0zQxpnUWfMgYTptYSXHTeCdpp/R2fI5I3P/xeuhryLftgz5nt+wTT+MbcZ5bGM+QQ1rDoCQcRTd1yMQ9n33t+l/syY+lWNpmtH5xOCYUv2YylFBmB9VQdr5ifbfiFjU2JE1PU0ff1UcnmSTCfG7BYjjxlfYt8vRpDHHanKmmKQXZLvd1kfFbOnzHI83H8LJgW+6TRV+Y+1xrLKKv17k3Ukd8NP5HuPXIs4GuzmZBEyewpjUNKKm3cnJnjOd3586ev8qRtHI1kewL1m7ru/q3RSDB9+pUk5TR7+YqpqbqwpCwkY6bn2M33WP8qR+CRFo9UpFja7Hdt8f2B7dj+3BbWRN/InX9oWRG92frzK7Ymk5HIDOAakE7ny/sqNo48nFyKpCXX0ACiobuz1F5+NwuM+scteViEiuv+TsyWdavKhctsSRFO39ia5jJDTAjXGZdbqkJ1BgJPLAl6qc41+FL7/8kry8PEaNGkWbNm2cP0uXLnVu89VXX9G/f3+mT58OwMiRI+nfv3+p2qHPP/+cuLg4Jk6cyMSJE2nXrh3z5s2r1pwSEhJYv3690xDzVhnSgc/de43jWKx07tODJkbvvD+yovL0kkPOvPTXx7bDghZlKFZsmuflqInCmIobe3qCaEpjRtQm/I9oC6osmxFp7AcEdJ7AQzaFPd/tZVtCFl9tS+TGdvXp0sSeGy/5oXaYjC1uPOK+7xDXv4RgM6Nb8wRK8k7km/4Nl9AU9kpjkxU+2KD1AmlS15+JXaOr2EPDbLGwbsUKhg0bhl6vJyRlS0kR53X//FuE7324x1EE7Fo74AlGYFxKKgA2i6XcAsHhdZVVBREBvQ3axkK7rbNIGvFepXV/PkpTLzi0Qhn8fedynM0aHxrQghb1yssE+/j745rGdd3ONznjsv6LCiz5/mRlZXk03tlATeUr1F/Prb0ae7SPJ+nWTtGBgdcTEL8Ace83CDlnS42zSe7A5/JIbLbr+SI81q0si4JI3tD3qGO+G7/zO/A/8BW2vg9BSNV1KY46oIjAEEaNGkVkUMUiBY6efGUVVQGO2o0gt6lwVhO6n+5GsOSjChLyhC8g6MrVudQ0jmhOZcyYMaNKae2wsDDmz59/SXPJysrinnvuYdOmTQiCwJ49e2jWrBmPPfYYderU4bXXXvNqPN9q5xrGtVN5u62zyPGyUd+nfyQ4H8gPXN+cNo2NzvF67/o/tvV4tkLPi8eEmwj75U5aGrTjWBpdz4spQyhuNggAP53IWxPbE2TQoarw3LLDWGxlok+SHqX7Pdju+sUZFRIPLkTc9kH15nSVsHR/ilON77GBLT2SGwXNCFq1apUzVSny5EIA1OBo1PYTa2eyPq4YrtFeR+1AsaW4Ro9RJBejFuuIzGlByLk4Qk72IUPojyGtNfuSspCVv0fk9Urz2aYzAAQZdNzm4WLVx98P1zSujCCxwgiGwWCgV69ezjYWjswM17YL+5PzyTFoC/a7+jT1vgVFJenW5qIiktfPJ+CrgUgbXnEaQKp/XeTrHqH4wR0sinmHzUpHtp3NZebyI+U8+k4RpsAQCvrPQlFBkC1Im97yapqGamS6OJAVleNpdiPITb9C6ZdnENI1+Wxl8MuoTXp7fQwfnvH888+j0+k4dOgQAQEl68rx48ezfv16r8fzGUHXMK43UotOa2jqKXvP5fDhRi0K0bFhMNEFB0nKTceiUznbwR+LTsXPXlfiWnzpOSo0SoU+FxAtmjersNMD2OanMyQlB6O1JCc4KsTIcze2BuB0RiEf/15Bp/T67bHduwGlYQ8AxM3vQMaxasztymOxKXxkf/9b1Qusdg63kLSDwKx4AJReD2rqej7+VjgMn9qqzzmXZeLfa8/ScM9I/I92pc75tgTkNECXHUnYuQ7846sjDJn7JweTy3ew9+E5x1Pz2XBcq8m6rVdjgo3ViGJbi6rexsdfBkeUo6IIhtFopHfv3oQGBJWqiQkNDHEaBF9s13rLBRsk7rjuEgzrsunWqQcJWXUf0yO3I+Vrwj1Ko57Yxs3D9tghlMGvIIS3ZOaw5oRZtCjzz/su8NHGhFLDGAwG51zlujH8WaAV5QsHF1b7+e1wDFk8vCeezTRhtmoGZNlIkHB0OeLBH7XzazMapedD1ZqTD8/YuHEjL7/8cjl1upYtW5KUlOT1eD4jyIfXncpVVWXWquMoquaRfGFkM+ae+ZXeW97AYBNodqhIK8qsbqqZtQh6pCK2TEYQQdEH8X76dZji7iXAKjMuJRWjIJTycN/crSF9WmiSnvM3n+XwhTz3YxuCkUd/iKozIihWpJWPgmJzv+1VzH/3JHMhV7uBPz64FZJYPSUf3Y6PAFANdVA6315j8/OE/Px8nnvuOTp06ECDBg0YNmwYe/fudb4eFhbm9ueDDyqO4M2ZM6fc9rGxVfSi8FEtCi02Zi4/wtC5f7JsbzqiqikvKqINc/BF5OAcVDSvbnJ2Ebd8sYtl+y9cySlfXeTnaz3RqqqjsDNvsxYFMuhE7urdpFqHlBZNRfp+AkLilmrt7+OvSag+gMN9ZpXLzNiXlMP2RO1ZeUvXqOoZ1q6IKkLKbqT/3o7+i0EYzv0BgBxYH9uEL5DvWI3abiLoSkQHdJJI+9ztxEZqc/ro99PsS8qp8BBLc+O057eqIG2YXa1pmjMztYh4dsXHceVoSsl6opQRlJ+KtPZpANSQRsgj3wdfY+laxWQylYoAOcjMzMTPz3snrs8I8uE1e1LMnEjXivH/NSyGBvX82dcGivWUKj6sXgQIxG1zEKK1hYGa60f28G/ZX1S+3sXVwy0IAq+Ni8NfLyIrKk/+9xCm4gqMm/BWKAO03FUxZR/ijk+rNc/qUjY9qez/q/JOWWWFzzefBaBddDDD4qqXeyxdPIZ0ah0Acte7wFCx7GdtMH36dH7//Xc+++wztmzZwqBBgxg3bhwXLmgL5WPHjpX6+eijjxAEocrGsW3atCm135Yt1/aCz1FA7fi3JtiXlMOYT7axaHcyigqSAAURiRR12UpSz2Wktf8dc5ftJPdYweNDG6IXVYptCv/6KZ45vxxHudbT4/LzkYYNR3fTKKSpt1S5+bksE6sPad7yyd0aEl6NBtHChb2IiVsQz25CSN7l9f4+rl5c09sqIjIorFxNzKd/aFEXSbEypavn0tOlkIuhVTZCl6Nw02l0K25DPKEVw6u6AFbltiZr2jrUtmPdGwiFhehUG+8Ma0SQQUJR4ZklhzBb3fcEypH9Kep4FwDiqXUICRu9m29+vlNIwv+BBz3axaEMF2TQ0SjUvq5RVaTVjyMUaan68ugPwVhJ/yAfNULv3r358ccfnb8LgoCiKHz44Ydcf/31Xo/nM4IqQZZlj3+83f6q+LHr4TuWI7KieLTf0qPaDSEi0I9xHeujmq10OQYGm0C4TgvHB4kGFPv4iofjyrKMemo90tFF2rwy68DmRtgCo53juH422ZbCUuNHhxh4drgmtZhwsZBZK49WeBxrt3+gNOgCgPjHHJTM05ftMzWZTKxatQqTyeT2/0VF5ko/l+X7LzijQA/0a+bR+4vLiI73MWD3x9rvkgFLl3sv+bwA8vLySv1Y3MhxAxQVFbFixQpmzZpF3759adGiBTNmzKBp06Z8+eWXgNZczfVnzZo1XH/99TRr1qzS61an05XaLyIiotLt/86Urfu7FENIBQ6GRDNz/Tlu+Xwn57K0sUa0q8/CRzqRGbMLJTivpC09oOisDI0NplPGeqKCNS/dF1sSeWHZoWvbELJYEGQFNSQEQa5aQfPrrYkoKuhEgXv7NavWIcXt2vWu+gWidL2rWmP4uDrxpN6lrPrrsdR8Nh6/CMANDQUiQ4O8Pq6QtAPdkvEI7TIRQgoR7G34VH0Acu9HybxjIz/ltAe/CgQ8XAySFvfcxhO9NUPsbFYRn/yZXOFxTV0fQPXXMj+kpfcj2IV9PMKlhslo8ywLxFUUwdE/Sdz3DeLp3wCQez6I2sz7BbgP75k9ezZff/01kyZNori4mJdffpk+ffqwdetWZs2a5fV4PnW4Sjh58qRXsnunTp2qxdnUPBk2zYiQZe1GcPrUafJ0lasNHb9oIT5dqx0a0crI2YRTFBYW0ukYvNnnNi6e07z4p0+fRq/X06tXL86dO+dRmFIszid2wz8BUM0S1sON0ctm4hNOABB/+gSD7NvuO3mEgZkLiYuFw2dOEO6veWA6B6n0aezP1qQilu5PoZnRzA3N3Z+TIe5xYlPvQZAtmFY+x7mes8ptUxufaaE9/eX06dPky5oxs//EYUIs2nft3FEtz9nd56KoKh9vSAOgYbCOxmIWx49Xrtyiy8khDrDZZPTA2bNnidbnYTitFRFebD6WlJQcSPEsNcAdgiDQtGlT2rdvT0FBSZ+oZ5991q1ijM1mQ5blcg9tf39/tm/fXm779PR01q1bxyeffFLlXBISEmjbti1+fn5069aNl156qUrD6e9Kqbo/q4l0exM/x/fOUwn7valFzO39EEdDGkC8tnAKsll4aUw7xl3XnFRLbqXjBdty+Oa2djy59ASHUwtZsi8VUZR4dUwcYjVTOf8WiCJVfQSmYhtL92s9XG5sV5+GodWIsGefQTi2EgClyx3gH+r9GD6uOi6lBcW8TSXpla/fMRij0YvoYlEO4u+vI+39yvknNS8Qzhsomv4G/0uWGdRnLGpVNTcuBolgtTG6mT+fWC6QaYjmx71pxBkaul2DqYZg5LGfIi2ahmDOQb/4FnR9PvR8/uDRtQda+r9DHtshiiAk70Jc94L2ekRrlBte8O7YPqpNmzZt+PPPP/nyyy+RJInCwkJGjRrFfffdR1RUlNfj+YygSoiJifGoa7Isy5w6dYpWrVohSdJlmFnNEGLJhWSQJB0o0LJVSxoY6lS6z4d7DwAQ6Cfx6I2dCfHXk5urLYA6t26HwWBg5MiRxMXFYTQa6dChg8fz0a2ejq7I3ozxYD10sp4cYzEji5bRNhY2ZP6kdXQGopo1xpIH+9pC87atS817blMr4+ft5HyOmXl78hjeow3Nwt2p08Ui59yNbs9/CDu/gYCgp1Abdgdq9zN1vF8RTaIZtGM2bWNh9blvODP3GGMiwol7cw480RpBEst9Lr8dzSA5TytkfXhQDG3beCCLfVFbtOrsi81mzZoxus4xBFRUnZGMmKmXfJ6qqlJcXEx8fHypa8ZgcP9gDQ4OpkePHrz99tu0bt2ayMhIlixZwu7du2nZsmW57RcuXEhQUBCjR4+udB7dunXj008/pWXLlmRkZPDOO+8wfPhwtm3bRlhYxdKolwtzRgbr1q9n2ODBGOvVu2zHddT9Ddz9Lm1jYcCud5D8RLKsJiRBxF/U466Kzmg00mPwaJ78LYXCEE18wygJjDi3jydOb6DBUwtA0CTwHZL4Ba201Niy1A3Q89GkWMb++3/k+YWzeM95bIrK62Pj0HmobPhX5FI/89WHUimwaA6RaT2rV7gu7vgUQVVQRR1KT89SgHxcvbheb9VpQZGYZWJNfDXSK1UV4dBipPUvI5i054rqFwI7jKh5jRFycikM78qyz+fQZ+BwzydkF1UQBIHYvL3EN2pMnkXmcGhvpn19iLuvb8HErqUL4dWWg5FvfAvd2qcQc5Novn0GtF4KQdW/r7pLK8woKCazUHP8xjUIhtwkpCV3IMgWVH0AtrHzwMN+TD5qhvr16/Pcc8/VyFh/3ydPDSBJksc/3m5/Vfw4bjyO8xXFSrdPzDKz3h4+n9K9IWFBRiRJQrSPI4oigYGBjB07lsDAQK/mokvcjO6QXWEldiymi6EsDwigSNJRKr/GZa5UMO+wICPvT+mEThQwWWVmLDsCgvtzU/v/C9WgRZH0G2eXGqu2PlPH+2VFdnrpJVUmwKZ5xMIsxUiIZNsXqEH6kvd5/pazAESFGBjXuaFnxwwIwKTXsdz+r96SSs8ALdVA7nQbNmNEjZwXQEhISKmfiowggHnz5qGqKnFxcdSvX5/58+czadIk51iufP/999x8881VypsOHTqUMWPG0K5dO2644QYWLdJSKxcuXFjpfrVJan4WP/y8mLSUJMRx4xF/WFhp09HaxKLX1BuL9bCv38skDnqLlCH/rlDC3orEktQwCq0KOkXm5aOr2TqpMf+O/5nGRSWRQ9fC6z96aIXC7rzUQQYdnXI206GBlnrz874L/GPBPvLNfz1xEo/Iz/f4M6/Iq79wl3attqoXSPem1YjgFF5EPPADAGq7CR71VvFRNa7NgV1rOy8HFQkdeMrnm896n15pLUJafCu6lY84DSAlbhy2KavhXAhUkd7qyXuUJ5sxKGZeGxBJ3WItY+JUlpkXlh/h3f+VT3lTu96J3EdrzhmQfQzD/H4IBxd51gxdKX+9uUsrdBVFaBchoFt8K0Kh5qyVx3wKUZ47en1cOt9//z3Lli0r9/dly5ZV6znvM4J8eBxS/2pbIiqgE+HOS5HSLIuqIK2fpf03sB7yyHcwLV7Eiqj66Bcs5HBf7Wa/sftTHg/ZqVEdpg/SIgr7k3L5z59n3W8YEI7S9wkAxOQdCMdXX8qZXDqiSKhZIaXrC+UWqNsSsjiYrN2Q7+3XzPNO8cHBzvfTtHgRAYe/QBRAFfXYrvtnbZ1JlTRv3pzVq1eTnJxMfHw869evx2az0aRJaeWrrVu3cvLkSW6/3Xv1usDAQOLi4jh9ugLZ9Fomx2oiZuNzzD3zG303zqqwn8blwmAtUW+MMtahgTG0wgWUoqg8vSSehItaL6oXj63lrnM7CPZz/71zCKHU8wsuJcdbViVSp9r4cFIsve1qjptPZTL18x18u+TyLSJrG+eCLy+vys/c36ZgsJa8X65e/UPnczl03q7e1bOxR5kJZRH3fIFg095Xudcj1TwjH644mgM33fAMDX570tl0/HJ+fx3Xm7cCRGl5Zn7ep2UTjO7UwLP0yuICpEW3INqFdNS6LbFN+wl5/H8grJHdyeaPSa+DChxfjvcovcB9+naOUaTD0fc52Eaga2N/tvzxLnPil9EsVBtvwY5zbp0lyg0vYOt6DwBCUSa6lY8gfXMTwTvn07MwC71SRmDBYHDO16yrOhnKUQ9klBTabnnS2Q9IHvgiapuRVe7vo2aZO3cu4eHh5f5er149/v3vf3s9ns8IugZxPKAFq1JqsVJZSN1UbGPlQS0vvV+TAOqHeN9wrCKE+CUI6fZeNdf/C/zDSvodBAY6b/LBOu+OeV+/ZnRqpKWRvb/hFMdT3XthlR73o9bRjDppwyuXrZeGUdI7338/ufSlGKrzL7VAlRWVN3/RaqPCAvRM7ualN9f+fgYc+RLjSa02wBw3GYKr11+oJgkMDCQqKoqcnBzWr1/PTTfdVOr1BQsW0LlzZ69SKx1YLBZOnDhRrVzhmsC1JqdYsjsbyvbTuIxs7P6Ux97jT/5IcPalGRdXl2DbOW2RU0V9X4jOn5MD3+Tx5kM4OfBNt4u0QD+JjyfH0SNCW9ScSC/k7b0yyRcrkLb/i+FUrnQYPfbP3JyZyYoff8ScmencNtSscDhuutvP5Ud7FMioFxnXqRrXqjkHcfd/AFBaDIb67ap5Rp7RsWNHt7L2Tz/9NNnZ2TzzzDP06NGD6Oho2rdvz7PPPutMD3aQlJTE1KlTadiwIS1btuTZZ5+luLhmm/teKkVyMbKqUFcfgKwqmGVr1TtdJXy1NRGrrCII8A9PokDmPKSFUxAT/wRAaTsW2/2bUJsP0F4PDkZZthSUU5CBAAAgAElEQVRl2i0oy5aW61UEmjKlt43ZjYqNKef38u5wbY5FVoVVRy6W31AQsQ17k1P95qKEtQBAPL+LsM1vsePE71zY/T0FB5YTPa+vVkOUd9zpFCya91mV84i/kAeovBf4LboETQhB6TAFpfdjVe7ro+ZJSkqiadOm5f7euHFjkpMrFtOoCJ8RdA3ieEAbZdHjkPra+DQKLZpHZVjLysUTvMJmRvrjTUDzLjl61RiNxvKSn3YPzrIGUXjiQ9dJIm9NaI9BJ2KVVZ75OZ5im5uol86IPHAmAEL2GcTfXrrUs/II18Xilj6V57cu2p3MMbsRN31wKwL8vC/nG13nKIE73wcg1RpEYY8rexNfv349v/32G4mJiWzcuJHRo0cTExPDrbfe6twmLy+P5cuXVxgFGjt2LPPnz3f+/uKLL7JlyxYSExPZvXs3d955J/n5+UydOrXWz6cyvO3FBZ6lj3hLiN2RUJX3eMeZLJdmyCE8PbQFK+tHah3pg0pUpMwWi9s5RgXXZdqEyUQF163wGLK1mMDDy3igT0MaCRl00yewatFn2DbPRTi6AgrSq3uaVy3i3fdqqXF331Pq7yFS+c8l32x1Op5GdWhAiL/3PVx0f77rlPBV+j5e3Wl7zIYNG0rJ0y9duhSAcePGkZKSQmpqKrNnz2bLli188sknrF+/nsceK7kPybLMlClTMJlMrF27li+++IKVK1cyc+bMWp97dajOdX0pXOo9Iauw2JleOaxtJK0iK1eEE87vRff1cMTkHQAoHSYjj5tXqs8PgLFePcZMnVphzZtZtlbZmD3UrHCo7XQ6HlMxKCXva8eoQDo20lLWl+xPo6JEt8J6XSm+dyPyDTNRojqhCiVjBCoyuoI0xFPr0H19IyEbpxNjuAj+ld8HbbLC9jNZPCYtZUSxFgVTmvVHHvmerx/QFSIiIoL4+Phyf4+Pj6du3YqfNxXhE0a4xvE0pL5krxY+bxYeQFw97xtSVYS450uEXK3LrzxwJthTZxxynkDJDT8wUPM4/fEHuGmW5Y4W9QJ5elgMr685zpGUfOZtOsOjg8oX3qtxE1AO/4x48lekvV8hN+kHQkwNnGF5XPu2NAltwLQJk53iBe7IMVmZu15TqWsTFczU7o28O6CqErDzAyaEHgXAVqcZ/3e4Lc8HlA8pX07y8vKYPXs2Fy5cICwsjNGjRzNz5kz0+pLF3s8//4yqqkycONHtGGfOnCErK8v5+/nz57nvvvvIzMwkIiKC7t27s27dOpo0aeKV0uPVgMNZ0b9//yprodztu27dOjr27wl4pyKVWVjMU/89hKJCiFHHB1M7YXC4HQIDwUVW1myxOOfoKSIKgjkXwZLDsOBT3Jz0CM8Z7A81M7CpZFs1vBVKu0ko3e6GK/x99QbHNZ5vM+OJQLvRYCjn9Fm2P4Uie5f6W3p4ec0DfvlJSHs1uXmlzWjUJr29HsNbysrRz507l+bNm9O3b18EQeDbb791vta8eXNmzpzJAw88gM1mQ6fTsWHDBo4fP85PP/1EgwZa5OvVV1/lkUceYebMmYSE1EwfFrPZzLZt22jatCmBbiIXVyuu94Tq8M22c5iKNWfmQwNaVLyhXIy4+V3ErXMRVG17pfNtyCPeBbFyAZ1C2eL8N9CRvmbSIj9VGY0OZ4DD4bkuIoIhqsrtvZrwr+R4zmVbCPWrpJ+RzqgZ+30fJzU3iQfXPEw7WUZfXMCM+l0JOrocwZKPIfF3no+C4kWjeSMwiGX147joRpwlPjGNe60/8Jheq0FRI9shT/wavBSi8FFzTJgwgRkzZhAcHEyfPn0A2LJlCzNmzGDChAlej+czgnxUyZmLhexO1IqgJ3ZpgCDUUC1DUQ7ilvcAUBp2R40dVeUuxnr1GDNpEilmz+Wc7+jVhP8dSWfn2Ww+3ZTAje3qE1O/jAdMEJBHfYjwnwEI+Sno1z6BfsDnQKw3Z1Qljr4tbe1pAUkj3isdgXNTrPnBhlNkm7R0ixdHxiJ5IyksFyOteZLAg5rohK1OM3LHLSDnoPe5szXN+PHjGT9+fKXb3HXXXdx1110Vvn7w4MFSvzt6DFWGLMseqz66/lsdyvbiwuU3WZahkrHL9tnyhpRcrSN6s27tSqlIBRn8GTlyJHq9vtSYjv9bbTaeWRJPWr52jb8xNo6oYD/MZqVkP4vF+eBQ7IX+Sl4ehvDw0mOrKuRfQHd2N6PrHCVk1X3o0g/xRdNM+EJbVEyrC2SUec9UAUnQ3iMh8xTSpjmIW99H7ngLSuxIlOiu4GUheNnzvJTPtCpcr/GBu9+1K1pq51Pw6ces+Phj+rw6m4D7HwB7vYJep2PkyJHOuamqysJdmnMorkEw7RoEeTVnWZaJjv8YQbGhSn5Yb5iJWo1zdjgO8vLyyqk+ViZ6AlBcXMzixYt5+OGHK7ze8vLyCA4ORmevzdi1axdt27Z1GkAAgwcPxmKxcODAgWo1Q3RHekEOO3bsYPz48TViBAkFWhE/hYUQenXKj+ebrXy34xwAA2IiaBddgUFpNSEtvg3xrOaNUP0CkYe8htr5No+iH/MS/yA1HL458itPz5jPmPBwrSnp4609n2xgoJay9sor9NPrGdE+nDd/OU5WoZXzAa08GkI1BLOmTgN26oO4aC3ggUGzMA6apSkl7vwM0VqIX8EFniuAZ9JO8mNYI3SZJyGqMxRmIJzbSuzal+mh01pSKMENkaf+6GuIeoWZOXMmycnJjB071nnfUBSFqVOn8uKLL3o9ns8I8lElP+3Vev9IosDYTg3IvnC2RsaV1r9ckqox6OVaCy+LosBLI1ox7rOdWGV4btlhFt3fs7wxEVAXedw8pAXjECx5NNv5MsQth8BL90C7euZd+7YUycWaEeTwfAX4M6zIhJ99gXEkJY8f7OkLI9tH0bOZF+Heomykn+5CTNwCQI6xEbop/0UptnuxCgshOPiSz+2vxuXs/+Xai8sR33L0azp9+jQ2l9qQsrj2k/JmoZYnmxma8BltY6Hv7v9jUfRtnE47QueGncm5kEFMTAyJiYlu931/zX42ndJqNEa2DrL3odIibY79HH2nAIIeeoQxEeEETZ1Gwvtzad2iKTlbvyHs3C8EZR5EshZgBCaEAolH3R4zPySWjOiBfLnhJKdjprE900BrIZk345KJydtOcMZuBFsRur1fwt4vUQUJU1gb0mOmkRddvUVxbfZ0y7AVYtGpnI4zEJin9cxy9ujK0Cy+hJxcgnQ61gUEMMxURMK5JBSX78LRDAsn07XPf2AjiePHj3s1h6D0XbRM3arNp8UkUtIskObdGOB9/y9XVq9eTW5uLtOmTXP7elZWFm+//XYpJ0d6ejqRkZGltgsNDcXPz4+0tDSv5++OHKuJjjtmExcLZvHSjeE6RTJNb7+fMRHhBEyeAr+srbX7qmsWgbeCCN/vSHIKCzw0oLn7jcoYQErTvsijPoTQJu63d8MDTQfwSuZv3BXVkwDrJ4w1FZGqVKH+6Mb5ZwwPd0ZHDTqRKd0b8ekfZ8j0iyI5x1w9W9M/FOWG58iJu4Of37iPaV2NGJP+RI/KrdlJ8PUIVAQEu9PCYe7E+3Um9vbPr4oa2msdPz8/vvzyS55//nni4+MxGo3ExcWVE1TyFJ8RdI3jtvbGBZussHS/ZgQNiIkgMthA5a05PUM4uwnxwPcAKO0n1XqqRv0AgSZ5h0gI7siB5Fy+3X6Ou/uUL65Tm/RBuf5fSJv+j4CcYyjfjUa+ZRHUuTQ1PEcaQ5tend1v4CguXb8eZfBgCA6mqFjmicWHkBUVo17k2Rs99KTJVsR93yJufgvBpC2slJZDCBz/ORSDMG4EY8LtD+zVqy7pvP6KXM7+X6V6cdnR6bSxGjZqxG/79jFkyBC315+jYLxly5bUqVN5/y5XUiy5WJIg0W5od2zXnuFd+1a6jyzLbD1wjO8POZoCBvHm5B7uFQgvXgRJAaONAH8TY0NMCGH5xJ18DzFlJ4K5/B3CpgioumiscQP5edMhRk+8BVUfyJyvVvLEQx8RaDJx/tfZvDSyEzcvOs1xSxNeyWnPwntnYsk4jG7np4jHViDIxQiqTGDWYZrveAE5djTWoW9AUGT5eVZwnrXd062+1YThrEDLkxayGmjvn+MzdzTtbdGhPdaflyBv3Ih14EBiytRSfHH4MKAJSNwzpBOBBi8e1YoNv83/AEANiCBk1GxCDNVblHvb/8uVBQsWMGTIkFJRHQd5eXlMmTKF2NhYnn322VKvubs2VVWtljKeOxxiJfvaguJ36d8Bf5vibG8gWG3YLJZaMYLKZhGcHPhmpc9uV4qKZb7apjk+ejYLo1tTNz3TrCak/95eYgDFjUMe+xmI3i0TAyXtuxHgJmWsXFpuGeefq7Kca0o8wC09GjN/0xlkBJYezKB9s0sQu/ELZLupMUNueoVhfzzD6yePM045i1FVnAYQQKISyeu2W+nSfxqxYRUYjj6uCK1ataJVK8+igpXhM4KuccreaMqy6VQm6fbUmElda6i/hNWEtPpJANSAcOShr1c5xypv9o7+G5U8fBqbTuLX8jqOpZt477eTDI+LJNqNPKjS90nUgnR0e79CzDyB8PWNyJO+Q23YtepzqwCHB69YsSEJLk0qXR4UjuJSB6+vPU7CRc0b/PyIWBrUqfphJ5zbhrTmCYTMEk+33O1elGGvaw+z/IuaZG9BIYLVhuUKyDRfaSRJ8mpB5doHyVPK1uSUPpr2m9VmY/Xq1QwYMKBUpMexb69evQCt/5Y3x3f00JLs+feSB/urqsq83TkUWRUkUWDOhPb4G0pqs4QLexEOLETIPIGQcQJhVEkOm7PP2JlfS8YLjkaJG4sa1ZE8Inj2gwW8MetV8vwE1q9+md6ttdSvNNtGChQLocuW07qggMhfV/PPgSOZ88sJDpzPY83hdMZ27oQy7jMU63vaPJK2I+79BiH/AtLxlYiJm5CHvo7aYYrH0eTqfKaeEi4Fc7jPLF5b9TIvjn4KuAfHu1Sqp1pUFGNvuaXc/tmmYn45oolCjOscTUiAh40s7Yj7v0W8eAwAW/8ZSAHVT89yRExDQkK8umbOnTvH77//znfffVfutfz8fCZNmkRgYCALFiwoVQMYGRnJ7t27S22fk5OD1WotFyG66qhl1UdXpUmL1YSqFyt9druycHcyWYVaSrXbWqDiwtIGUNux1TKASuFi4PTKN2sy8GWbu5Zx/hmDgyt81jeoY6R381D+TMhh/YksZl6CYexYU0QGhbFuwFu89uvLXPfC5zRO3QqCiBpUn82pev6xUcCKjsdbX77G1j7K88ILL/D8888TGBjICy+8UOm2r79e+XqyLD4jyEel/GLvKh0e6McNsRGUrW4AD40UF8RN/4eQcxZAM4CqKHiuylAT8guQxkzWxlv3a4WGkIjKi8NbcPuCeIqsCt9uP8eMG93U/IgStqFvkm7xI/rwPISCNHRfD0NpOQSl9z9Rm/T1KnXP1YPXe9f/cWzI6/iJOvwlvwoV+dbGp7Jot13FJy7SIzEEYf/3SGufRlC0h51avwPykFdQm7kU0ToeTEGBDLOYkTzw6Prwniojfx7s27mz9/tWl1+PpLP7giZAcnefpsQ1sCeCFF5E2viqM2pbEapVRI2OgwYdUNpN0L5z9gJqOScHGwvJ8xOc10HclpcRBMHp1T4y5llOHDyAMmE8t0dG8eOuZM5mmnj7fycZGhepqSHq/VGb9kVt2helxz8QN76KtOdLBHMuupX/RDm6HHnEvyHkyqesVCTr704AoSxL911wqlhO9VYQwZyLuGkOAEV1WiF0nEbtmHqV88MPP1CvXj2GDRtW6u95eXlMmjQJPz8/fvjhh3LvQ48ePXj33XdJTU11ytpv2LABg8FAp06dLtv8r2a8VaQrLFaYt/ksAF0a16FvyzIp1ZZ8rQdQ0nbAbgCNm3dpBhCUruv59BMOG0ReW/0yS+4srURb1vlX2bN+cOsw/kzI4XyuhaOp+SX3KS9xXVOEmLVrNbBOU5SmJd+xnw8fxEoqUSEGWkX+dcQz/o4cPHgQm12Q58CBAxUav9Uxin1GkI9KcQgiXN8qHL0kui3OrcpIcUVI2Ii441NAS9FS27lX/fIGwWJBkLVFgzkvj3UbNzJs2DC3C43WkQEMbhPJ/46ms2TveaYPaoW/u5QIQSCj9a1EtOiEfu1TCLYixNO/IZ7+DSWqE0qvB1HbjvVIJcbhwTvbwR+LrQg/UUcDY8Xe2bQ8MzOXaw3ZokIMvD62XeUXt6ogbpiNtP0j7Ve/IOThc1A7TAahzAPT0TjV/mAKvgZrgq4EbtXZ7IpJV7qYOq/IyutrtR5UjUKNPDpQ8xQLx1YjrX4Mwayl5al+QaiNeqEGNkJcsAaKdGDWoepCETJNyGuWQETFWmiuMrnFVhNQ4tWWQwI046BuXfx0Is+NiOWBBftIy7Pw2R9neHJoGaVGQzDKjW+htpuAtOoxhKwExFP/Q5jfF/mWxagNu9fKe1Vt7DUPRoOh0nulJoigOT+6NgmlTZR316f457vOFNjzHf5JoyqUvGoDRVH4/vvvmTp1qrNwGbQI0MSJEzGZTMybN4/8/Hzy7RH8iIgIJEli0KBBxMbG8uCDDzJ79myys7N58cUXueOOO2pMGe5aY9mxfHKLtAXk08PKpAKb85AWTUVM3gmA0m4i8piPL90AsuOs6wkPB7vKq7e1TK70bxmGoJ5GFUR+OZxWbSOoKmRF5c9T2nU0oHVEjaVi+qgeK1eudP5/1aqaTeH39Qm6BnEtrqyMtDwzSdnaNm5ziL3l4kmkn+9FUBVUYx3kEe9UWwzBX/LDYBPocgywlUSnHJK9lfVRuOM6rYAut8jGqkMplR5HaTcR2z/3Ivd7CtVuuIipB9Atfwjpoy7s++a5Co9Vtilts0NFVTalBfjo9wTyzDYEAd69uQOhAZX0B7EWIf10T4kBVKcxtjvXonacWt4AcuDSiNZH7VJZQ9yAfzzImNQ0AiZPwZyR4ez/UdV1WZMU2xSmLz5IRoHWt+PlUW0I8NMhHFmK9PM9TgNI6TgV20M7kG9ZhNLnOThbB9ICMRUGslwfgkmvr7BTvCcY7I4Uo9GI2Wwm/9g2+rTQ7jnzNp9he0KW2/3Uxtdhu+935F4PaQXNljykpfeDOdft9pcdgwFVEhHy8lAlscr3aPuZLM5masax11L4WacRd30OgBwzgsJ61U/fvRR+//13kpOTue2220r9/cCBA+zevZsjR47QtWtX2rRp4/w5f15rwSBJEosWLcJgMHDjjTdy9913M3LkSF599dUrcSrVoqLeWVeCiwUWlh/TBC0GxESUFtYpSEe3YGyJAdRxKvKYT2rMAIISB6m3Ev8VEWLUEVaspYr+erj2+ojFX8hzKrL2j/FE5N7H5cBmsxEREcGRI0dqbEyfEXSN4UjN8qRz895zJTLU3Zpeoqe6KBvd4mkIljxUQUKe8BXU8b73hYNQfQCH+8yi0zFKNVbzhF7Nw4ixh7e/3Z5UtVJYYD2UAc9he/QA8rA5qPYCSbEgjZ7Jn6NbNwPcNH+rTlPaxEwTS/ZoC4JxnaMrV4MzZSJ9PwHxuOYZURr2wHb3OohsW+npeJu+6KP6hOj8nZ/9xu5PlXrNUUwdYLVhzs9n1apVpBdk027rLA60AYtkjx7ZVeJqGkXRGgg7PJ5DWgRwfatwhPglSMseQFBlVGMotttXII/+CIK0/hxmVWVZgyhMeh3KDwtKOsVXEFV0fN9CAoKc9XAigtM4LOsYMJvNrF69imcGNSHEqENR4fHFB0nNq2BRqQ9AGfIq8lgtwizkJiGtfUqT6L6MuG1kGRiIvO5XbGtWVZqq62DBDk0Wu46/jhHtK+mH4gZpw6sIihVV1GMb9LLX868pBg0aRHZ2drmi5X79+pGdne32x1XZqXHjxixatIgLFy6QkJDAW2+95ZEQw9WCOTtbc8SVUX6sjebHVfHJH2exyNp18ORQl88j5xy6b0cipB0CQO5yB/KoD6rsAXQ1UM+iPR8TLhZyMr2giq2965EGkFlg4cMNWqNonSjQu8Vfpz/Z3x2dTkfjxo1rtMWBzwi6xihVXFlB52YHjlS4UH89LSMuIWqg2DSvcvYZ7dfhb6I2r16zN1eqCquXeugUlvRxEASB23ppD91jqfnsOedhzyG/QJQe92F7cDu2m79DDtEU4/wPLUBaMA7yK44qedqU9oMNp7EpKnpJcKYluSUnEd03IxDP7wJAaTMG+balEFh1AWdNe+d8VE5kUBijRo2iXqBd4c1VDrZMMbUjZWxfG/BTZcakpWsqfg7hjxpCVVVeW3OM1Ye0mr8BMeE81CMM8dgKpBUPa9Fa/zBst/6M2qRP6Tnq9ayoH4lp8SKMzZpV2ikeSr5vUcF1SRnybxIHvUXq0PcqdgzYr9WGOhvvTOoAaA1cH190EKtc8YJGbT8JpaMmNCAeWYZg7411uXA4PdILsks7GoKDtTTBKgyglFwz649pghOTujbEqPdiQZp6sMQZ0uM+p6PGx+XHNcLret06vh+Xywg6mpLPYrtDbVSH+iWpYxdPoPvmJufzWO4zHWXEuxVnDtQC5owMVvz4I+aMjKo3LkOE+TyO7ha/HK5YNt2RLeLO0eIOVVX5ed95bvxgK3+c1JqXD25Tj2Cjr2rkauLpp592psrWBD4j6BrFk+LKPee0L1nXJqGI3jToLHuszW8jnt0M2JXKut1T7bG8wfnQycwkYPKUUqlH+vP7CDZoi4zvtp/zbmBRQm09guybl3KoSFMsEpN3ovtiEMKZTVXsXDHHU/NZaU/Pm9K9EY3DKogY5Z1Ht2A8QlYCAHLPB5En/Ad0PqPmasRpdIaEYNLrWB7gj0lX9QLXCIxLSSXAaoMaVvH7amsi39mjDl2bhDL35g6E5BxFv+pRuwFUF9utSyGqY8WDVCOdMlQfQANjKKH6APeOgfz8UtfqwGgjD/XXFvR7zuUw55cTlY4vD3vDaQBIv84A+0LvcmCWFA600SLsZknx2tHw465kZEVFEGBaT+8k+aXNbwOg6gNRek/3al8fNYtrhLemr1tPOZtZyD3f7sGmqOhEeMzhUMs8hW7BOIQCzfkhD34FZeCLtdajzy2FhYjjxiP+sBBx3HivHTx+ajFdG2kOhXWVGEGObJGqMjAUVSXDEM2t3x3m2Z8Pk1OkpcFN6d6QN8e382puPmqfefPmsX37dtq2bUuPHj0YMGBAqR9v8Zm4PtxSYLFxNEW7OV1KKpxwdhPin/8GQGnUC2XoazUyP6+wWDRZaHsfh4ScDP63dhXDbnyAn/Zl8uuRdFLzzESFeGdEqMZQ3kvvy4cTGhC45xOEwgykHyai9H8Wpe8TXk/zvfWnUFUw6kUedidjCpCfqj3EcjXDTR48C+W6f3p9LB9XAFdRijdeJ+Ce+y55SIecdkVCIO7481Qm//erZky0qhfIvFu74F90gWbbn0ewmVF1/shTF0H99m73r9V0yjLXqs1iYfrgVhxIzmVrQhbfbj9Hi4gAbu1VQWM8QzDyuPlI34xAsBYibZiNPPGrmp+nG1S9yL42AGpJE2QPsdgUpxrkgJgImtT1fF9SDiCeWAuA0v1eCIyAGkwX8VENalkuuzJScs3c+dUeLtrr/P7ZM0z7PmWfQff9eIRCrZbGdtN7qF1uv/wTdHONe9tXaWBMXXYn5XMsrYCzmYU0DnV/L6osA8NslVl5MJWvtp7lZGgfyNBKA5qHB/Dq2Dh6NfeiMbmPy8bIkSMRBMGrhueV4TOCfLhlf1Iuiv071r26ogiFGUjLHkRARTWGarKbUiVF/l7iXIy5yxcvLCzvqRZFcowi7Y68T9tYOGH7nkhuRFZUftiZxJNDYsqPUwUqAqbrnsTQsp+WRmTOQdo0ByFhI1J/z4t5N5+86EyFufO6ptQLdndOGeh+mFiSxnDDTJ8B9FfD8Z0MsC9y3XRK9wZHtLN///4eGSWJWSYeX3wARdXqTj67rQuhOgvST3cgWjTxAXnsJ6jRXSocwxs1yGrjsoiURIG5Uzpy87ydJGaZeHXNcRrXDaiwYFmN7oLS/T6knZ8hHluJkrwLtVGP2p3vJfLr4TQyC7VF6229LiEKdN0jNT63vxuONKm4kypiHxm8sDevdgosNu76ejcXcrWUu5duiqVbnUKE9MPoltyBYE/Zlke8U2sGkMdOkkswFAfGhPHOxkRUVYug/sul3snVMeSKoqgkZpk4fCGPfUm5rDiQ4oz6AETXMfLggOZM6NIQg7sm0T6uKCaTiZdeeok1a9ZgtVrp378/b731FuHhl1az5fukfbhlT6KWCuenE2kXXQ0ZSlVBWvFPp9dJHv3hJQkhuMOZZuTaZdpqddZR5OVqhan5tpIc7CKdiEWvyVWbggro3UqLcv24KxmztfreUzVmGLb7NqJEdwNATN5B2KJR3BRynDxLXqUPhqzCYp79OR7Q+jHd169Z+QMUpGkRoIvHAZD7PYXS9/Fqz9dH7VKlAqO9X9PyAH9Met0lKat5yoWcIh7+fj+5RTZEAd6b3JGmISLSf+9ATD8MgLX/c6htRtf6XMC7iFJYgB/zb+tCHX8dsqLy2KIDnEirOI1G6fskqkG7b4kbXrnsIgne8v1OLTWxSV1/rm/lhRpVyn7Ek78AWi1QVT3XfGhpUgd7vUSn4yAU2S5JrKCqontXpTjXe0JtiSR8ueUsCRe1iMbTQ2OY1iOaiFOL8fvmRoQ8LdIoD5uD0vWuGj2uK5ej5rRekB+DY7U6xG+3nyMho0Q8xl3tVVK2meEfbGHY+1t44r+H+Hb7OacB1KpeIK+PjeN/j/fjlh6NfQbQVcqbb77JwoULGTZsGBMnTuSPP/7gqaeeqnrHKvB92rXIlVCD8ZSqbt4OsYCODUOqdVMQN7+DmLAeALnHA6itR3g/yWpgFATGpaRSLCm02/8W+2Nh4O53naBTwbMAACAASURBVK/72xQM1hK56mnXaYZZtsnKyoOVy2WXpdwCt05j5DtWIQ94HlXyQ5CLuTnsMHkLBmG7eNDtg0FVVV5cccQpUfzm+HblJbHzUtB9N6bEAOr9GEr/GV7N1cflozIFRufCPzxcS42Lqo9p8aIqx/wzMY9XVh1lzi/H+fj3BBbsOMfqQ6nsTMylSKq8NscmK/znz7OM+HArJ+xqSv8a1prrW4QiLf2Hs0t8VpMRyJexnsTbxVKLeoF8NLUzOlGg0CLz3LLDKEoFxk1AXaeTQEzajmBPF7saiT+f51TivLVnY6/qL6U/tMaoql8gSq+Ha2V+f0fq6LX0KIsHLRXc4Vp0X1b63hVHywaH6qPjnpBekF3jIgmZhcV8uSUR0JQeH4w4gH7hJBoe+ghBLkbVGbHd9J5mLP8NmDEiFj+diFVWeW3tCWd6VFkHlFXQ8/jSE07peYBgo45hcZF8e3c31jzah8ndG+HnM36ualatWsUHH3zA3LlzmTNnDosWLWL16tWXrBTnS4erRbxNVbkcOG/eR00UxrhXTLHKCvuTtIdydVLhhFO/IdpTNJTobiiDXrq0SVcDR8TnXMcA/LJKeoaEmhUOx03ntdVzWXLnLBqHRxETeYaT6YV8s+0ck7o29KgxmmOhG9dGK4h2IulR+j2JEjsSZeUjGFL208Wcg/rtaJTrHkbp9YiWs2/np30XWHdEi5bd0qMRA+3eLRQbQsoBhDO/I+7/vqQGqO9TKANmXN5CVh8e4UjD6DmwX4XbuKaSmV3SNQMmT2FMRAR+sq3U9mmGYGa3GcGaZacqPnDECB7/+TjTh8bSpXHp+j1jTiT3fnGYMxnagkAU4B/XN+fePo2RVj2KeGINoPWVSYr7F7FX+ffquhZ1eXpYDHN+OcHB5DxWHkxhbOdot9sq3e9H3P0FQt55pI2zscUMA66+8/tgo/bZBvhJTOza0OP9hLObEU//BoDS4wFfFOhS8LJhcag+gJMD32SD7TcGd+0Kc0v3RCqb5uraKNhiNWGWrdQ08zadIdZ6lAf1KxmSFo+4tESUQYlshzxuPtSLrfHjVptLTAVuWjeA+/s14+PfE9iakMW26LpEtdSey23txub+Xi8RH9qbnGzN2Hx0YAvGdY6mcZi/rwHqX4zz58/Tu3dv5+/dunVDp9ORkpJCo0bVzzLymb41zNUc/QHPFFOOpuRTZNVuUF6LIuQkIi231wEFhCNP/BJ0V67HgzsVvBBJM0hDdNqN8I7rmgJwPK2AHWcql110fL45hXlOKWNV7+YyqhdL2tRFPNawIwWihKDKSNs+RPdhR6Sl9yMcXUHBgeXsXP0Vg8S9DAzLYMagaISkHYhr/4Vubhy6r4cj/fFmiQHUfwbKDc/5DKCrFId3t9hi8bgvFOAsFB6XkorrlbL2eB5D+z7KmihNoMBfUokM9iPAr7yy3JYzuUyev5Oh//cL7/+SQGB6MwzxXal/tL/TAOrUqA5LH7qOp4bGIK1/CfHQYgCU5gOwjp1Xo00Sa5PbezWhebj2nr79v5OYim3uN9T7Iw94HgAh8xTirvmXa4oecyA5l43HNTneO69rQh1/D2smVUVL8wPUgHBfbWA1MbikT3urUhYVXJdpEyZTP8j+jLQv6k26itNcHc8joaBme3+l5Jr5fmcSdYRChkl7EGXNAFKDokiLvYPiO9ZePQZQDaYCP3B9cxraRRG+2JvL8Yx8p7FpUwy89dt5cvw0Bddbezbm0YEtaVI3wGcA/QWRZRk/v9JOe51O54sEXW24Rn+uVhx9SyKD3Ed5HKlwgkA5z3KlmLLQ/fd2BHMOqiAij/scQjz3bF4pxnZqwLv/O0lOkZWvtyVyXYuKVWEcC902vTq7fd21KFOQBf7MakW3mGgOWosxJGxAkIsRjixFPLKUMOA9EfADioD3y6ciqYKE2rA7SpfbUTtOrZHz9VHzOCKDDg/k4T6zgKr7QgHORcG6iAjaAygidc924vW0DNAbEVSFiW3DSN30Le/93+uEhoZSbFPIKbKSmJrJc58s5mLdDhQWy5wtEDm75yIRdHcOHxqg4+mhrbm5a0NnqpXarD/q3m9Q63dAnvQtSFdZM8pKvMR+OpEZI2J5YME+0vIs/OfPszw2qJXbbdUON6Ps/g9iyj7EP+YgtLo8abme8v56LQoUZNBxT99mHu8nHFmGmLIfAKXfU2CsRt3mNYzBYKBXr16EGAyMS9HkoqujUmYfDFUSEfLyUCUR09dfsuKdd+j36SeoAeUdIHWKZJrefj9j6kVgtNZMROjDjacptilsE9pjDo9D3+oG1DajsUV1JvXESepcQUdkOQIDS1QyP/0Ev+q853b8/SSeHxHLIwsPcNEkc+f8eOoHDUTnJxOUFcEGtLVM/5hwZt4U6zN+/sKoqsrDDz9cqnGy2WzmySefJMDlOvvuu++8GtcXCboGqSoX3yGKEFMvyHPPZFG2plyWfgQA5YYXaqQhao1SwcLK309iSnctnLrheIZTGrwsjoXugTZgkdyP5dowMVQfwFMthvPb8A8Qb1mM9R9/Ivf4B6qxTqXTVPUBKO0nYZv0LbanTiHfudpnAF3llG1CrOgEz2WkHYuC+pGkmiHq8ACC01oC0NiUxU87/sOzveuhV0sWTH46kchgA/XDBFoUHuGHe2J5qG8jQovTCTFqkSJVUMiNPsYPD3VkSvdGpWpN1JjhyLf+jDxlIfhdQiPkmsZDL/HA1hH0a6Wlf33+51lSciuIvAsi8k3/RhUkBKsJ3boZV41Iwp7EbDaf0sRb7u7TpHwtYEXYLEi/vw6AGtqsVovc/64YjUZ69+7tXlm0EtxmegQHI6/7FduaVcjrfoVILfKQiR+TvjhAYkAsuZklzxR/m0KATYv8GmtgUb7yYAo/7bU3Re3SDOnBTShDZmuKiJexAapXOFKBq9FrrCxD20ZyV+8mzgaqxoJwdFmRCPbl7YDWEcyd3BGddJW+Fz484pZbbqFevXqEhIQ4fyZPnkxUVFSpv3mLLxLkoxSqqjqLdLt6mgpnzkX6YRJC2iEA5J4PoPR+rLam6DVFOhGTTse6AH+GFZncLqxuv64x325PpMiqMHv1Ub67q2v5cewL3X1tQHaXAkfpholJI95j8riJJS/Wa4My7A2UQS/zx56DvLTqJFYk3h7VlH4RhQg551D9w1BbDQG/oBo7fx+XD0e6i8FbGenAQCyigRlLz2Eo0Bb3vRr789k38wi1FnHRzS6u0adee17lcJ9ZHPt5E0898QKdtr9DXYORHDWXoAo6nquNenp7erWPay+lSrzEgiDw/I2xjPp4K2arwuxVR/lkWmf3nt6oDijXPYy07UOkhPWEhveDNm1q+USq5v0NpwEIMeq4q3dTj/cTd3yKkKMVwMsDXwA3dZ0+aocK63yDg0uiSDna83PF3vOcyy2G4A7c+X0iEZE9ERudB7LLjelNry9XUaP/7jnPC8sPo9ol7x8b1PKSz/GvhiAIzBgew8D6VrbnSby//RA61Y/8ukmsGjOZntFRV3qKPmqAjz/+uFbG9ZnG1wie1iol5xQ5lcq6NfHACMo8he7bUYipBwCQu9+PMuS1q6puJddfIvG7z0uUuNx4n+qHGJ0NSncn5rDyYGqlYxpFPQabQJdjIFgVLZ88P9/ZMNGi0xomukVn4LNDKheIwO//2bvz8Cir8+Hj39kykz1hySIkAUNYQthlE0ENCCjIJkVQ1KIULfUnLWWVgIi8WHGptlXBllQLiiBuLKLIqoIUQYEGAQlC2ENIyJ7Zn/ePyQwJTDayz9yf6+IKmXnmmXMyc2aec8597hMSSe/beqHEDsTeYxJK/CjpAHmJkimii+wafo0exvlsc/F9x1g6KIIQSxkptrlx9sm52FqlUmH3MYG2kW6YWWKU2JiRwfp169x+bsWFB/BIH8emqVuPZbDpf2W3WXv/mSghjo7GLYf/BkVZNV/uKthxPIPvf3WU4fF+rQiq5Iy76vgXqItngeyR3VA6jKy1MnoDo6LwWWREraSpbxukoXeWY083i1qL/5VofA/2RffrILaEteeyTwC5Jit5BYWVyhTnq/FBo1KTZSlEo1Kz8cdMnv3M0QEK9dOxclJPIoMbRgKm+hDiq2Fc7wgudtlGUc9vyY5OIaqJ9/49ROVIJ8hLuMud786Padmu/3eroBOkOvo52uRBqDKOAmDrPgn74CUNqgPkpGsa6kpNXJZJ/VrRyrXgOpVCS9nrEoJ1vhy5fSFdjoEhtwjN4CFoBg9xZBmqwJELuewv/js/1CtKpum9lDMs1axoeOrDFC4VOd4HD/dsTt+0FPy4MQGCO+6Sf3iEggLUo0ajXrmqzEXr0we1oWWoY93Vok3HyMw3uT0OnR+2e19x/Nd0Fd2XM+stLK7AZOW5DY7PzPBAPY8Wd+QqorrwU+mkM6PfabjhTo2EyceH9eFhjsGxaqxNcadflD8f/vBvvjz8HmMv7MOucQxSqAub82S3h+h99yx6LDvM7a/vZ1+TQfx15xl2HM/gRHo+567k8unnpQctQ3R+XBz0GmmJS3nZfzpLNztmEsMC9bz/RE86RNZs+YXwBvIJWpucF8SVuDCubRVu3ljsx+LU2M0CfIgOdb+oW2Uzod0yF+0nT6Ay56OotdjuWYx96NL66QAVL0xVNGrwcR8aoq/EniR6rZr5wxxhMhn5Zj78X265T+tMMGEAVDY7KpsdTGVchJWw8r+ObG8GnZpxPWp2A9nGJC8vj7lz59KpUyciIyMZPHgwP/74o+v+qVOnEhoaWurfPffcU+F5169fT58+fQgPD6dPnz5s3LixNqtRLXa7wpRVP/Fz8Tq0SbfHMK1/q/otVENRImteWWsn/Hy0LBkVDzj2+lq06ViZp1NuvRtrF0cqY83xjaj+V/H+TFWhstjpdgz0VvdbDzi9vi3VtYZpwfD2BJYRrlhKzjk0ax9GZSlE0eix/WYlhLauqaKL66IDyoqcqOz3aEltizKZfupLznXfhKn1MRRt4Q3HFOhC+ODAJaas+on7/rGHu9/Yy+wffHhwxQFe3Hycr46kczHHSLDWl0/2ZvHG16cBiAw28P4TtxEXJtEDQtwM6QTVMOeHY152pmPvj0vpN5V+82a5+/Aub/PG6zlngrpFhbiNr1ddPkLcjilof0wGQAmMxPbIeuy9nqq/GaDiham2LV9BQMVfBuXtVD8grhmD2jv26tnwSz7fnHC3GuPaeUaMGFGlxbWnMwtcoXYju0RWfjG0B5o2bRo7d+5k2bJl7N69m8TEREaNGsWFCxdcxwwcOJBjx465/q1du7bcc+7bt4/HH3+ccePG8e233zJu3DgmTZrE/v37a7s6N0WtVjGxdxQatYoJPVsyd2jbcjMYlXfx5Uq7W+ho3xVtiOwp+t7alPE9HYMJX6Sks+N4RpnHWgcuwuTvyFip+Wo2XD1dY+VwJkI5cfeLZaZFP3wuh//sdQyC3NMhjMHx4RWf2JSHds0EVAWO/cRsI95smOu5GrmS350lIyeyLYVcNGaTVnil0t+j7ihaK9ao05jbbuA/+9/j74fW8tI9MTwzIIqmpgv4XbfOVFGp+flSAcl70nj6w0MMeOUber24k9eLMwpGhfrywRM9adW0ASU2EaKRkU5QDSrZ2bh7zxL8LFZGFhbhZ7FWaoagJrgLe7t+7UBZa1XyjFaOF+8o725/INXRz/F571588xxxzvY2g7E+saNhfCGXXJhagYqy4yUNa0+wrxa7An/6KIVf0mumA2u3K8z77GfMVjs6jYpJt7eqkfM2RkVFRaxfv56FCxfSr18/br31VubMmUNMTAzJycmu4/R6PeHh4a5/oaHlb967bNky7rrrLqZPn07btm2ZPn06d955J2+//XZtV+mmDe8cyUdTerFweIcyO0AlE264u/hypd29lE7o41PQcG3tQHmzEp5i1uC2hAc6BiPe/T6t7AN9/Dlz23xHtjhzAZr1U8FaM5/NBoOBcaMeICLQfYp9m10h6fOfsSvgr9ewYHglkjPYrWg+mXwt5Pju+Y51g6LGufvuzLUWEbl1OjHbZ9Fu57xKfY9WSG2nf+ZJhl9KYUx8Ux7pGUnn7D1s+0N3Pp/ah38/1oPF98XSOj+F21sH419iX7DsIkdI3a3N/Phgck9XKGhjU95ApBB1SbLDlcNms1Uqr7xzs6YCixGTViGtsx/6rBzHncV5G202G1RzU6fKsBengbbb7a5y2Ypvc6aMtJW4r6Qf07JcYfJdWgSVOkZ15Rd8NjyNymbCrvbBkvg8So9JjtmfOqhXpWm1aNRqFLWjrs6o/7Lq7E5EoA+vj+3I5FWHKDDbmLLqJ9ZO7olNd21kvdT5bDZXQ7LZyzgGWHvgPPtOOzIDTbmjFa2aGKq90Vd1ud4j1SyHUvzGyc3NLdVm9Hp9qbz+TlarFZvNdsOXoK+vL3v37nX9/t133xEXF0dwcDD9+vUjKSmJ5s2bl1mOffv2MXXq1FK3JSYmNuhOEECnFjemTTcCn0VGMPjKFZQAX35qD6CQXZDLN99spfOAa4MPzrS7IwuLUBWYudh9HkUhgfhqfCrerNUDBBq0jO/Zkje2n2TPySzSsgqJaeK+3oVN4rH2+zO675aiPrcP1k/FNuodUFduDdb1nJ3Siv7Om1MucfSSY0Blxj1xRARVcAGoKKi/mov6120A2Ls83KCybnq04hB2Y14ONsVOE50fWVWc+akqrUZNfKQjxW92Mw3bCo6xdMzj2OwKz8z7f9w38SlOZlux2OxMS4ylWUAD2vunigxVzZ4pRC2RTlA5Tpw44bq4q4xTp04DoNiuXQhbrTZ0wMmTJ7FmZtZwCW9UUPzhffLkSfyL45wzrI7bbDbHzuonU0+Sq71xCn3r/xwdN50adHkXOX7cEbalspmI2zkFlaUIu0rLyf5/ozAwHn75pdbrczPUf/8bGbZCyFqFtThjVll1LksT4Pc9Q/nHvquczzbyWPJeft/v2kVOyfOpCwq5VatlS/Nm+J1Kc3tMZqGNl750/D2jgrTcHW7m+PHj1a1qjUlNTa3W41UqFTExMSQkJJCfn++6ffbs2cyZM+eG4wMDA+nZsycvv/wybdu2JSwsjHXr1rF//35iYx1pXgcNGsTIkSOJiooiLS2NJUuWMGLECHbu3Om2YwVw+fLlGzpJzZs35/Lly9WqX11yjpKq/P1ZHx7GHW+9WWrNgtlkLnvD3uLOf4jWlxBDFTY69gBje7Tg7ztOYlfgo/3nmTE4rsxjbbdPQ3PpIOrULaiPfo7iG4p96MtVDunNthQSuXU6ABcHvVZmR0hRFJZ945hBj27iy/jbKl4LqD6QjObHfwNgb9Uf271VL5+4CQUFjlD2pk3xffIp+GPba6nvLSqijxZSEFf+uq+akmstIshkx9+Wy7BWvoS0aPibj5dFZn9EQySdoHLExcVVeiYoNTWV1q1bwTnQaK79WbVax+hibGwsNGtWOwUtIScnx/V8wcGO0eUgU861ctkhtk0skfobR57P/PcnwDEqnRB/LVRD++VMtLnFqT7vXkBhcDxt2rRBo7m5kdO60NxSiH7L+7Q+YeJonIqEtu2rNCLumBlJJV/tz7t7z5GaZWHpN0XoWgVh8cul2S3RZGSq0KhV+IVpSFn2bz79x6vMaBMLjj8j4S1jyMxUse/0VbYcvUqBRUEFLP1NVxKiyt8wta4437vVfT0VRcFsNpOSknLDTFBZli9fztNPP018fDwajYYuXbowduxYDh8+DMCYMWNcx8bHx9OtWzc6d+7Mli1buP/++8s87/VtVlGURrVTuHOUNLt4v5EqbShYxobA3iAiyMDd7Zqz7VgG6348zzOJsfhoy4j4VmuxjVkBq3+D+uxeND++C/pA7HclVWlGqMhmxqbYXf8v6zNm+/EMjqc7Bgem9G9dYUZI1bkfUH+dBIDStA22Mf+W/YDqSnFCjpGFRVyyW0vdteO2P/POpldY99jCWp1hdYa/9t0+n1OvH2NEs6aOtcVfbq7xLHZ1RWZ/REMknaByaDSaKl08qYsvIks/QuU6F3XQaVAXjwSr1WrXRa2m+DZnuTQl7nOy2RUOnXN0oHrEhLruV/38KdqD/wHAHjcUpecU+OUXNBpNg+4ENdUEcuT2hSze+BzrHltIU8PNfXHMGtwWH52Wd749TXqOmYiUu7H6FDLq+0M3Hhw2mtT3TxGuDEBrDOD+7w/ecMgjfaK5rZX7NQP1qbqvp3PGNCgoqNJtpnXr1mzatImCggLy8vKIiIjg8ccfJzrafcrgiIgIoqKiOHnyZJnnDAsLu2HW58qVK+WG0DVUpfYRovzU9kVaRwioKjfXkSWxhvc8aSwevK0l245lkFlgZvvxDIZ2LCfxgM4X27j3Ua0ciepyCprv/44qbQ+24X+D5u1qrEyKovD2LscgUnignlFdbyn/AQUZaD55HJXdguLjj3Xsf8DXu2b1GgS1mutzizTzD2L48OGEBZS9NtHVbqvRBp37zUXk2a6FuVqsWE2mRtsJEo3Xa6+9xsaNGzlx4gQGg4FevXqxcOFC4uKuzbabTCbmz5/Pxx9/jNFoZMCAAbzyyiu0KDF76W5N76uvvsrjjz9eJ/VwRxIjeLK8PLhyxRXfXF62qOPpeRSYHetCujv3B1LsaL57zfHfoBbY7v97owrHCNL6lvp5M9RqFTMHt2XJqI5o1CrUNh0+RWXM4qhUXMixYMgNQ2u+Nkroo1XTu3Uoc4a2Zc7QtjddFk/l7+9PREQE2dnZbNu2jfvuu8/tcVlZWZw/f56IiLJ3AO/Vqxc7duwoddv27dvp1asBJO+oopIJPEqmXzZobswomOOr4fyGtVi/2OjIkuilF0oD4poREeS4+Fyz/1zFDzAEY52wBntkNwDUFw6gXXE36m9fqbGECXtPZbkGmJ64oxX6smanwJEI4dPfocq7CIBt+N+hmXxm1Ba9Xl+lEK3KbLVwM1lDhWjI9uzZw+TJk9myZQuffPIJVquVMWPGuJZfAMydO5dNmzaxYsUKNm/eTEFBAePHj79hvfGbb75ZKuPrhAkT6ro6pchMkAcwGo1s2bKFwYMHl0rR3XTCI6hsdgL8tOj/1LHcWGbngn0osUmqSo31kfVovpjuSIHtG9qwkiBUoDIxyCX/duUd95seLQgIsDHl8++w6YzMve127r71FnQaFYVmG+cyrvLmynXc2msA6y8cx2rIZ0HXgfRsGUbnFkHodQ131qy+bNu2DUVRiIuL49dff2XBggXExcXx8MMPk5+fz0svvcT9999PREQEZ86cYdGiRTRt2pRhw4a5zvHUU08RGRnJc889B8CTTz7JsGHDeP3117nvvvv44osv2LVrF5s3b66vatYIg01Nl2Pw0aMLCTIVD2YUll6orQQGgAesA6poJL28NqtRqxjXoyV/23GS71IzOXu1kKjQCsKWAsKx/XYzyn/fQr3rJVQ2E5pv/oL6yDpsQ5eitBpQrfosK54FCvXT8eBt5a/pUG9/HnXadwDYev8epYOED9WmkiFaFW0kXh+KtGoKtVq2+PkyuKgQH+lYiXqwbt26Ur+/+eabxMXFcfDgQfr160dOTg6rVq1yZWcFR7h7QkICO3fuZODAga7HBgcHEx5eia0B6ojMBHkAY2YmGzdu5HL6+VIpulU2O0pQEKGFVo7ET6PrcThyu/tY5q9/doQQdYgIpKl/iU6Sbyi2B/6NEtW7rqpTYypKhQ3u06KWpWtMEOkJO7nSbi9je0aQ0CKIdhGBdIsOoX9sKNGFJ/jTneG0UH9HQfQhHuodRc9WodIBKkNubi4zZ86kV69e/P73v6dPnz58/PHH6HQ6NBoNP//8Mw8//DC33XYbv//972nTpg1fffUVgSVmOc6dO0d6errr9969e7NixQo++OAD7rjjDlavXk1ycjK33XZbrdTBubeIqY4uoIJMdtf+Y75PPgV43n5AZY2kO//WOTk5btuscz+Xezo3cSbl5NOfLlApai32vs9g/d1O7NF9AVBlpqJ9fwyaT56ArLJDMMtz8Gw2e37NAuDRPtH4+ZQ97qg6vAbNfx1ZDO3RfbHfveCmnrM+de7c+YYNjkNDQ5kxYwbgCJmZNWsWsbGxtGjRggkTJnD+/PlS5zh79izjx4+nRYsWxMbGMnv2bMzmitNR22y2Kv27/jHOzKp55uK9uOzXBvyuzzJalee49miwXddWSz6vveS5i2/L8dVw6j/LWR8RTv7qD7D5+VW7no35n9u/VYl62ot/3uzr1Vj+1dRrCo7v4ZL/TJXYziU317GRvDO87dChQ1gsFhITE13HREZG0qFDB/bt21fqsc72n5iYSHJysus1rS8yE9TY5eW5MtmofvcEpj+25UxnP3xcKbod/dwwv+AyY5kz803sT3PMBA0pL4beS13Ky2L711vpNKDikCp9iRF7b0hNXB2jR49m9OjRbu/z9fXl448/rvAcGzduvOG2kSNHMnLkyGqXrzIu519l48aNtLitEnu+1IQSi7ZzzOY6z1ZVn5wDFl273pgVz5mlzabY0ajUjGn1OPtOZbPx8CX+7+7Yyq/tbBqHbeJ67P9bg2bbc6gKM1Ef/RzV8U1YOk3gK3MP7rpvbKXDp5YXZ4Tz12t4pI/7tW4AqvM/ovnCkWVOCWpZnAih8W2kvH37dtfFFcDRo0cZPXo0o0Y59jaaO3cuX331FStWrKBJkyYkJSUxfvx4du7ciUajwWaz8eCDD9KsWTM2b95MVlYWU6dORVEUli5dWu5zVzWbK5TOipmfn48qPJA3fvmaJVotW/z86FK8L09FmVXd0WZnE48jQ6yv1Y7eAjFHC8mKuPZePHnyJOfUNtf/nRldM4ty6XYUfm4Dl3Py6N27N2eysvApkXnzZuvZmLnLfluSM0PvzWaFbUzqOqOrk6IozJs3jz59+hAfHw9Aeno6Pj4+hISUjkQICwsriOVICwAAIABJREFUNUg5b948BgwYgK+vL7t27WL+/PlkZWW5Bknqg3SCGjs3mWzUbib4DHp9mZlZvj6agb34u2NIfFitFbUxyrYUErdjLh1OKfys2YpepSI+VUHV3w4lroOcITzObGjVWYckGgfn5sgd2sGdP7wCdXnNqlYTYrRzJH4aize9XuvZqho6Z5Y2534uiR1D2Xcqm1OZhRy5kEdCi6DKn0ylQuk8HmvcENTfvoz6wL9R2S34HFpJH+vHmHt0whDTpcLT/JKex9ZjGQA83CuKYN8y3iB5F9GsewSVzYSi88P6m5XgX/uZRGtDs+syoL7++uu0bt260iEz27dv5/jx43z88cdERkYC8MILL/CHP/yBpKQkgoLKfh0rm80V3GfFzMnJQUnP45k+48j/cAzrFy8mdvYSOP5GhZlV3bpyBQCtWkWI0c7xTn9mu/UgA3v3pvDNiWxp3ozuMbcw8sCLxLeHFnGtCC/eaNdoNDI9bTD977yT8MAm3N61Z+WesxL1bMzcZb+Fa/XsEBuH/rTqprPCNgY19ZreTEZXgJkzZ3LkyJFKhZhfn5m1ZGenU6dOACxdulQ6QaLqXHHxPXoQAG4z2VTWVz87euqxzf1pExZQY2X0BEV2i2uXcLOlkD1d/sw7G1/BYCvd0XSG8BiNRtkLoYGz2Sq3CXJBQQHff/89LVu2dDvqmF9ic2Rz8UaKN7M5b2XodDqGDRuGTlv8kV0cqtNUH8CwYcNo6htUrecrGWLRYNhKbEJss2EvntUuGRJTUFDA1q1bSejvmKV1bgjdLy4YH40as83O54cu0CHC33Wekj/dMRqNbN26lUGDBmEY+AKqHpPRfvsSmiMf01xbiO2T8VjHr0UJiy93c2TnWiC9Vs2jvVu6f05LIT5rH0GV7/gMtgx7A3vz+Gqvvayp17OqmyCXZDabWbt2LVOnTkWlUlUYMjNw4EB++OEHOnTo4OoAAQwcOBCTycShQ4fo379/mc9X1Wyuzsc4LySdmVWDfPygeFJVE+AIvS0vs2qZ/Pwo1DlmlAYXFXFL81uY+IAj62D2R2tY//zztNWqMWkVfmoPKoPOdW5/f38eHDO2SnUpT0PP5lpZ7rLfltTUUDNZYRuD+sjoOmvWLDZv3swXX3xRKutbeHg4ZrOZ7OzsUrNBGRkZ5SYluu2228jLy+Py5cuEhdXPALx0gmpBqRj9Wop3dIaGDEhI4PpuS1WeP6fIwt7imPUh8RIKVxbn7JozRWpZnRzZC6Hhq2zYTEFBAf/973/p3LlzqU6Q2WzmwIEDxHRxhMCV3Bz5ZsJmKisuLo6z6ZfRFYfqDC4s4mz6ZeLi4khLS6v4BJXQkMJmnOFE4Ah/ydE5ZlKcdXWmSt+0aRP6MMcXr/Pvn34ujR6Rer4/V8T6g+cYEW1Do772RV9ePS/lZrJp0yYCw5sQEdTUcWPbaQTamnPrsWVoCjNQVo7gdO8XOB16LZV2ydf8Ur6VTSmOzZEHtvYl8/xpbtgqW7ET88PzGC45UulfavcY6ap2UIObKNdXyAw4XpecnBweeughoHIhM+4uhkJCQvDx8SkVVtMoBAZSuNbR2bnj7bfwKZmxsSp7f4kqCQsIrTCNuagaRVGYNWsWmzZtYsOGDcTExJS6v0uXLuh0Onbs2OEKcb906RJHjx7l+eefL/O8hw8fxmAwlJrVq2vSCapBvmodeqsjRv98lKbOs7o44o6r9vzbjl3GWhwLN6SjhMJVRC+dnEavsmEzWVmOwYFWrVrRpMm1vZ1ycnJ46623uP2+gXD52ibEUPGGxDUh58MPWL94Mbf/4+/E1dAO8g0ybKY4nAgc4S85xQt2nV/AsbGxrvtjwprB1dJ///EqE9+v/R9ZRXZyDWH0ad2kwnpmWwrpveUNOrSD1ZdXcbrrK65wmpyI6fzzux+Y3PwgWksebb77I+EJ47kj1cIPcT6lQm9WbzyGXXGEQv15WBdahFwXHluUhfb7v6E970jnbms/gpCRfyFEVTO5iuo7ZAZg1apVDBo0qNSsTlnPUfLc7tpmY9vw2MXZ2alEp8dkNLJ+y/oKM5WK8slAZM2bMWMG69at44MPPiAgIMA1IBEUFISvry/BwcFMnDiRpKQkmjRpQmhoKPPnzyc+Pt4V+rp582YuX75Mz5498fX15dtvv2Xx4sU89thjlfo8qS3SCaoBRqOR77//nvExMSWmYl+gsJ/d/ShQLSm9RqByz//VEUdWuKhQXzpEeO7UsRBOlQ2bcV485tvNNC9xIekMybh+E2IApbg3VKWwmSpSF6+LUAcF1fhzNKiwmRLl0BQVEfDwREY0a4ZvcYiXuqgIg48PI9IvE/D7P8Af25YKW0psH0aAXku+ycoXKZfp16Z5iVO7r6fZYnOFv5oshZixlQqX2lMQw7hHpxC0fTYqYzaBKR/yudWA1jQY/31vgV9zTIU5xB4+zHNaM9HhTWh15CfH/mqmXFTGXEhPQXXpMKri4El7ZFfsI/6BRlvzi8rqI2QG4MyZM+zcuZOVK1e6bqtMyExYWBj79+8vda7s7GwsFkudhss413j66Gs32YhB4xg4jU9VsHQpju4YMEA6QaJBSU5OBmD48OGlbn/zzTddM71LlixBq9UyadIk12apq1evdn3+6HQ6VqxYQVJSEna7nZiYGJ599lkmT55ct5W5jnSCaoApM5P//ve/jL7nHtfCzSCt77W/rr8/xowMtmzbxuCBAzHU4u71QRqD2+d3J99k5buTjiCNIR3DG+dIWx3xtDTEomJGtY3D7aDrf18g7d7Xylxg63xvaFCTZSlEo1J7fKa2Omc242exMuriJfKtVkakX8Zv3IP4vL+KURcvcTHA8WFXsp0adBoGx4fxyU8X+PJIOguGd0BbyY84d8llnHuwmcP6oKxvAglWVLfk00RrhF/Wwy+O4/yA36lxbECRCXxb9vMozdtj+81K8LDF2x988AHNmzdn8ODBrtsqEzLTs2dPXn31VS5duuTaFHn79u3o9Xq6dKk4GUV1lNxXzjmbcNGYXWPndCdI6+saONXbZMcS0TBdvXq1wmMMBgNLly4tM4vjoEGDGDRoUE0Xrdqk1VVXXh4B4x9ixKV0AsY/BCV20HUpKEA9ajTqD1ajHjUa8vJq7umtN78/ycbDlzBbHRcNgyUrnFuuEMfDheitnp+GWLhnupLJ+g8/xJiR4brNOYrrfG8cu2sxaYlLuTio7A6TqD6DSsWoi5fws1gxmkx8FhkBitoRCnxdO72/syMUK9doZevRyzf9nM5MgIfag8lShKpIDT9EkNN/KT8VRmBt0hbFxzHYZEFHhhLMecJRAsJR9EEoPgEogbegNGuH/daB2AYuxDJ5J9bffQOB5YeLNTZ2u53333+f8ePHo9VeG2ctGTKza9cuDh8+zJNPPlkqZCYxMZF27drx1FNPcfjwYVca3UcffbTczHA1oTL7ytXUOUt2jq7PJOrsbAshap90gqrLZMLPamV4Xh5+Viu422iqRBprP0sZx1SRUWPnUHu4e/+rpW436PWVyk5mstp5a9evALQNC6BLi/pbmNaQhej8OHL7wnI3mhWeyWDX0Pk4HOo4ndCxE64NYhQPdDhHcZ3vjRi/ZkQaQmr9PVLR6LI3Mep0rA8PQ7dqNUf63dhO+7QOpWWI4+/0r+9OV3kfGVPxBq3ZBbmuLF4lp5PMLe/ibxm3c3XCF1hnnCZrWhodrf+hp+ltknt8gnXaEawzfsU68zTWZw5jfXI3tglrsPd5GsIToIbWADUkO3fu5Ny5c0ycOPGG+5YsWcKwYcOYNGkSQ4cOxdfXt1TIjEajYc2aNej1eoYOHcqkSZMYNmwYL7zwQl1Xo5SajgRw1zkyaewcbq+i057nyS7ONimEqF0SDldDFDdfZq6LFeeiL/WNx7hSXVdxMaSiU/NTe4jIK/3hXHI/oOt3VC/powPnuJjjuH/awFjUagmFK4tzpE72/vFOQYraNYihsli5VOjYqyLXWlQv7w1Z+OuGvz/OeYKSr4VWo2ZSv1a8sOkYKRdy+e/pq1QlZ5Ql07EZbvtObd3eX2rQSaVi+8lczFZHR+vehIibrEzjlpiYWGb4TEUhMwBRUVGsWbOmtopXJb4aH1eyI2/YkFgIb+N5w1D1RKXcOFLkGu0pJ/OFM9V1eR2Wmma02Hi7eA+LjrcEck8HCYUTokJqNdkGNR1/foOD7aDjnoUYNXaZlaljRkXhs8gICnVaqERWobHdbyGkeKPSFbvPVPp5gotsxDzyO0ZcSsf3yafcHuMcdHK+/puL02K3DDHQuSobtIoGqS4jAfQ2NZ2PKfzv9uck4kCIOiKdoOrS6ynUatkYGEihVoshMLDBXxR9sO8sl/McIXl/HNhGEiK4kZ6Xxbbd35CelyXhR8KlSKvGpCvOHqZVUHTqGl9HIMrnDIErXLumUqmH/Xy0TOwdBcC3qZmcvmqu1vMrej2FOi2fRUZgLBFel2e08M0JR1rvexMi5HPVQ9T1vjMScSBE3ZFOUHUFBpL/4Qesjwgn/8MPMDRvftMXRcbi+HOj0YgxI4P169ZVfobIzaao7i7e801Wln/rmAXqFhXMnXHNqlxOT5dtKaTdN0mszP2Rdt8kYdTY5UJXlOIue5ioY1XYcHJin2j0Wsdr9umx/AqOdsjx1ZC28p+sjwinaPky1+1KYIBjE8zwMIy6a2mttx3LwGJzdIru89JQOE9UGwkThBANg3yT14SAgNI/K2DMvDHTFMDlfEf8ecal845scitXVZhJrkirplCr5XM/3xvCQ9x9eL+xLZWsAgsgs0BwLRNPyYw8RTYzJq3CqY56TFqFIlv1Ro6FENXk4+OafTFVMbkBQFN/H8Z2d2ws+21aIeezK5eBSwko7mj5XRee5KYDtul/jlC4qFBfOt4ie64JUWvcZeEV4iZIJ6geqCc9cUOmqVxrER33LORgO7h7zxLXnhiGCjopJUcrC9eugXI2ZT18Lof/7HXExA9q35zbY5vWXKUaIWfaW+f6jusz8qjw7g6iEA1GQAD2zz7F/sjESg82Xe/xfjFoVCpsCiz75nSNFu/s1UJXKNywThIKJyrPGbGhr8T6Nm9nsFhce4TV5FYjwntJJ6guFYes+VlrNl22a7SynPAQi83OvM9/xq6Av17DguEdqv28jZ1zxse5vkNmfES53IScirpjaN6cEWPHlrpYrMp6vegmfozo4ghT+/TgRc5evTbokW0p5KIx2zUjXNWUyCv3nsWugFoF43u2rNJjhXdzRmxIJ6hiJfcIq4lrJyGkE1QXihfSfu7nS6HWsR/C9emyS+45suO2P9d4Ed79Po1jlxwjJzPuiSMyWOKbnWR9hyiXjw+KRo0qNxdFI++V+lay41PV9RpTB7RGrQKrXXFlyMy2FBK5dTox22fR5ZuFaFRqsiyFaFRqDBpdBWeEPKOVtQfOATAkPpwWIbKwXQghGgP5Rq8LgYGOhbQR4RS+s7zMw5xZYQK1NdtBOXQuh79tPwlA16hgJvSMqtHzC+HRAgKwbfkK6xcbsX24ur5L4z3KyMJWnYXqUU18SWztWN/zyU8XSMsqpMhmxqbYaaLzw47CT3c8R1riUi4Oeq1SmbrW/XieApMNgEm3x1S5TEKIyikrPX62pZAMa4FsMiuqTDpBdcW/jAW2hcWNtpYW+qVezmfyf37EaLGj06hYPCIejWyM6pYqLx+uXJFFlwIAvV5P7969HWEqgYHQrJmrHdf0DvLCDefg0XVZ2KprXMcgtGoVNrvCWzt/dd3unBEO1vkSaQip1F4tNrviWmfZpWUw3aJDaqycQojSSqXHL17/nG0ppOWOmdxz7p+03DFTOkKiSqQTVM/8pjzFiEvpjoV+FVx8X8wx8tOZbDanXOKjfZcIvNgGtcUHH72P27j489lF/Pa9A2QXWVCr4PVxnWkXIVmLrmfHTnCRjRb3j0N733A04ycAoFD1LFTCcxgMBvr27VuqXbl2kD9ciN4qO8jXuiqkwa6s8AAtY7pFAvDZwQvsOpZV4WOsNgW1WQ/2awNINtR89r8Mzl11rCOSWSAh6kiJzwXnTG6wWo9NscvaXlEl2vougLdzJklQWawUVrDQb8rKHzmWfm2PiyZ0Jeh8O1LamRkxYoTr9ow8E2v2n+ODfWfJyHd8ICwe2ZHB8eG1U4lGynVBe7SQrEhQ2e0oQUH4mfLRW6B1qomjcXKhK65x7iC/eONzrHusdneQF7Vn6oDWfPXzZXKKrDz/6UkMbSMgLB9dQRBvbTtDbn4a2UUWMvOMnGo2jJ1vHyeK+wGF0Sk/EWzQcipsFN9sPQ1AZLCBIfFh9VonIbyZZHMVN0M6QY1IWJC+VCcIQGvxZfr7x/ihl+P21MsF/HQ227VpH8DMwXH8pkeLOi1rY1Dygnb+/X8GHge1mhCjncPtnuHFTX9jzcQFcqErSqnrHeRF1RmNRrZs2cLgwYPdrh2KCDaQ/GgPHnv3APkmK2HH+2K/kIt/bigfcqn0wZqS64JUZBZYyCywgMoRSKFVq/jTwDZoJWmGEEI0KtIJqi/F6XYLtVq2+PkyuKiw1EK/kowZGWzZtYup/e/k6btiCQ/SY9UV0enTN2h68jY0Vj0f7Dt3w+Nuj23Cb/vGcHe75rValcasrGQUwcW/B+sk01NtycvLY8mSJWzcuJErV67QqVMn/vKXv9C9e3csFguLFy/m66+/Ji0tjaCgIO68806ee+45IiMjyzznX/7yF1566aVSt4WFhXH8+PEaK7dzYb6ofVVJgV2S0Whk48aNDBgwoMzHdm4ZzL8e6cak9w5QZAFNrqNT66NREX9LEMG+OkJ8dTQL8CE8yEBTfx+yCs1czDZy8Wo+x37YxZ8fe4C+7W4hyLfm1iwJ73Sz73UhxM2TTlAdcX3ABQZSqLvW8Sn8dzLrX3mFO95+y338e34+6ocnom7WjI533omhuWPh7UWjiaImF7nov5XR2RP48XQe4YF6Ypv70yEykDHdWhDbvObj6YWoKdOmTePo0aMsW7aMyMhI1q5dy6hRo9i7dy/+/v4cPnyYmTNnkpCQQHZ2Ns8++ywPPfQQO3bsKPe87du357PPPnP9rtFoarsqopbUdoezR0woL45ry/+tOYRKYycnPJVvH3iUDk3KHzgyGo1sCTjPne3DMRikAySqTwZXKiYdRVHTpBNUDpvNVqmdv202m+un8//X0+l0DBs2DICc1R+wfvFibv/H39E3bcqwYcPQhYRgKl4TZC+xKaOtyLGp6qiLlzDZ7deeq/gYm76IpQ+2JUwXdEPWt7LKUh0l6+oJnK+LTutsCo4wwsq8pp6gpl5PpTiFcW5ubqk2o9fr3W4CWFRUxPr163n//ffp168fAHPmzGHTpk0kJyeTlJTEp59+WuoxL730EgMHDuTs2bNERZWd5l2r1RIeLuvfRPmcIXOdB/Ti3G0baOYTQK4lnxC/ijs1csEqRN2TdidqmnSCynHixAnXxV15Coqzup0+fZqMjIxKH38yPR3//Hzi4uJIS0tz3f7r+QsEaLVsad6M1qfT6FL8uJMnT2LNzAQgw3otk9zJ1JPkaut21ic1NbVOn682xcXFcf7cOYIBq9WGDjh79ixQ+de0savu66lSqYiJiSEhIYH8/Gvr1mbPns2cOXNuON5qtWKz2W4Y0fP19WXv3r1un8PZwQoODi63LL/++isdOnTAx8eHHj16sGDBAlq1alX1SolGpeQosdForPB4Z8hc+95dkTXVQgjhfaQTVI64uLhKzQRlZTlSrLZq1YomTZpUeHxOTg4AsbGxpS7onLff2ikByyfrsH3zDa06xrvuj42NdexVAgSZcqB4GVBsm1gi9eVfGNYUm81Gamoqbdq08awwoytXANBqHXVyzjRU9jVtrGrq9VQUBbPZTEpKyg0zQe4EBgbSs2dPXn75Zdq2bUtYWBjr1q1j//79jvf5dYxGI88//zxjx44lKCiozHL06NGDt99+m9jYWDIyMnjllVcYMmQI33//PaGhksjAk5UcJa5MJ+h6sveTEEJ4F+kElUOj0VSqE+Tn50fv3r3x8/Or1IWkWq12/Sx5fMnb/SMiGDlunOvi3Fkeio/X2qDbMfi5jYoAnaHOOyQajcazOkGuuqiKf9W4fnpUPctQ3Xo6Z0yDgoIq1WYAli9fztNPP018fDwajYYuXbowduxYDh8+XOo4i8XCE088gd1u55VXXin3nPfcc0+p33v27En37t1ZvXo1U6dOrUKNhLcwaHSuVPkFkhJfCCG8huT0rAHuNlWs9ee0qelyDI7cLnuViMapdevWbNq0iXPnzpGSksK2bduwWq1ER0e7jrFYLEyaNIm0tDQ+/fTTcmeB3PH39yc+Pp6TJ0/WdPFFI5drLXL9/8jtC+l6XD5PhRDCm0gnqJFzpngWorHy9/cnIiKC7Oxstm3bxn333Qdc6wCdPHmSzz777KbCEk0mE7/88gsRERE1XWzRiGVbCum4ZyEH20HHPQtdt8vnqRBCeA/pBDUgkv6xASjOuqf38aF3795lrmkR1bdt2za2bt1KWloaO3bs4P777ycuLo6HH34Yq9XKY489xk8//cQ777yDzWYjPT2d9PR0zGaz6xwjR47knXfecf0+f/58du/eTVpaGvv37+exxx4jLy+P8ePH10cVRQNVZLdg0iqc7uSLSatg16rks1cIIbyMrAlqQCT9Yz3S60vt32QICqrzEEdvk5uby6JFi7hw4QKhoaHcf//9JCUlodPpOHPmDJs3bwZgwIABpR63YcMG7rjjDgBOnTrlSkwCcP78eSZPnkxmZibNmjXjtttuY8uWLURHR1cq06PwDr5qxzqgVkeLOBqnIsQ/SD57hRDCy0gnSAiAwEAK165h/fPPc8fbbxEYGFjfJfJ4o0ePZvTo0W7vi46O5urVqxWe4/okCsnJyTVSNuHZQnR+HLl9IYs3Pse6x2QdkBBCeCMJhxPCyd+/9E8hhMdyrv+RdUA168KFC0yZMoVbb72VW265hf79+3Pw4EHX/fn5+cycOZOOHTsSGRlJ7969WbFiRalzmEwmZs2aRWxsLC1atGDChAmcP3++rqsiGrK8PEf23IKCio8VogwyE1QPZO2PEELUL/kcrnnZ2dkMHTqU/v3789FHH9G8eXNOnTpVaj+8efPm8e2337J8+XKio6PZvn07M2bMIDIy0pUUZe7cuXz11VesWLGCJk2akJSUxPjx49m5c6dXbFkgKpCXh2bwEFQ2O5pgH/hTexQk3FlUnXSC6oGs/RGi/thstkrtZWSz2Ur99GSeVld7cYITu91eqk6ZxjwyrAU0M+bR1BDIsGHDAM+pt1NNvZ7OdXS5ubk3bILsLmnM66+/TosWLXjzzTddt5VMeQ+wb98+JkyY4FrX99vf/pZ3332Xn376ifvuu4+cnBxWrVrFsmXLuOuuuwDHnmIJCQns3LmTgQMHVqtOwgOYTKhsdpSgIPxM+egt0DrVxFHZ50tUkXSCGhGjycSW9esZPHiwjGIKcZNOnDhRpSQJqamptViahsVT6lpQHCJz8uRJ/IvDW3NtRu4+uxwbCppzKnZEPUmQxrM/P6v7eqpUKmJiYkhISCA/P991++zZs5kzZ84Nx3/55ZckJiby29/+lt27dxMZGckTTzzBY4895jqmT58+bN68mYcffpjIyEi+++47Tp48yYsvvgjAoUOHsFgsJCYmuh4TGRlJhw4d2Ldvn3SCxDVqNSFGO4fbPcOLm/7GmokLZH2fqBLpBDUiRpOJjRs3MmDAAEJCQmQ2SYibEBcXV+mZoNTUVNq0aePxITieVtecnBwAYmNjXaFYF0052M4qBKr05CkmWsa2IlIfXN5pGq2aej0VRcFsNpOSknLDTJA7p0+fJjk5malTpzJ9+nQOHDjAnDlz0Ov1rjT1L730EtOmTaNjx45otVrUajVvvPEGffv2BSA9PR0fHx9CQkJKnTssLIz09PSbrovwXMFax2BGsE7W94mqkU6QEMVkds07aDSaSnWCSh7vCR2DyvCUuqrVatdPZ30CdAb0VhWxJxxhMwE6g0fUtTzVfT2dM6ZBQUGVajN2u52uXbuyYMECADp37syxY8dITk52dYKWL1/O/v37+eCDD4iKimLPnj3MnDmTiIgIV/hbWWWpSrsVQoiKSHY4IYo512pJJ0gIzxOi8+Nw7wV0PQ6He0vYTG0IDw+nffv2pW5r27Yt586dA6CoqIgXXniBxYsXc++995KQkMCUKVMYPXo0//jHP1znMJvNZGdnlzpPRkYGYWFhdVMR0ajI5ubiZkknSAghhFdwhstI2Ezt6N27NydOnCh128mTJ2nZsiUAFosFi8XimqlzUqvVrmQWXbp0QafTsWPHDtf9ly5d4ujRo/Tq1auWayAaI4NeL5ubi5si4XBCCCGEqLapU6cyZMgQXn31VUaPHs2BAwd47733+Otf/wo4wur69evHggUL8PX1JSoqit27d7NmzRoWL14MQHBwMBMnTiQpKYkmTZoQGhrK/PnziY+PLzdcTgghqko6QUIIIYSotu7du7Ny5UoWLVrEyy+/TExMDEuWLGHcuHGuY1asWMGiRYuYMmUKV69eJSoqiqSkJB5//HHXMUuWLEGr1TJp0iSMRiMDBgxg9erVHr+GSwhRt6QTJIQQwqMU2EyunyEVHCtq1tChQxk6dGiZ94eHh5faR8gdg8HA0qVLWbp0aU0XTwghXGRNkBBCCI+yPG0Xl5o6fgohhBDuSCdICCGER3ky5k4iMh0/hRBCCHekEySEEMKj+Gv0pX4KIYQQ15NOkBBCCI8iGx8LIUTNeO2110hMTCQqKoq4uDgefvjhG1Lhm0wmZs2aRWxsLC1atGDChAmcP3++1DFnz55l/PjxtGjRgtjYWGbPno3ZbK7LqtxAOkFCCCE8SlkbH+v1etlUUQghqmDPnj1MnjyZLVu28MnORavIAAAgAElEQVQnn2C1WhkzZgwFBQWuY+bOncumTZtYsWIFmzdvpqCggPHjx2Oz2QCw2Ww8+OCDFBYWsnnzZlasWMGGDRtISkqqr2oBkh1OCCGEBzMajWzZsoXBgwdjMBhkU0UPZbPZUKlUlT625E9P5bH1tNmKL16V4l89tJ5u1FRdFcXxt8vNzS3VbvR6/Q2DROvWrSv1+5tvvklcXBwHDx6kX79+5OTksGrVKpYtW+bay2v58uUkJCSwc+dOBg4cyPbt2zl+/Dgff/wxkZGRALzwwgv84Q9/ICkpiaCgoGrV52ZJJ6gRyrUWESKJX4UQokLGzEw2btzIgB490EVE1HdxRC05ceKE68KuslJTU2upNA2Lp9VTm51NPGC12tABp0+fhpAQj6tneapbV5VKRUxMDAkJCeTn57tunz17NnPmzCn3sbm5uQCEhoYCcOjQISwWC4mJia5jIiMj6dChA/v27WPgwIH88MMPdOjQwdUBAhg4cCAmk4lDhw7Rv3//atXnZkknqBExauwcag8d9yzk7L1/JUTnV99FEkKIhisvD79xDzKiaVP8xj0ImzbWd4lELYmLi6vSTFBqaipt2rTx6A1YPbaeV64AoNU66tSqVStSs7M9r55u1NRrqigKZrOZlJSUG2aCKnrcvHnz6NOnD/Hx8QCkp6fj4+NDSEjpwfmwsDDS09MBuHz5MmFhYaXuDwkJwcfHx3VMfZBOUCOi6NT81B5Aochmlk6QEEKUx2TCz2JlZGERKosVk8lU3yUStUSj0VS6E1TyMZ5+0QweWE9XXVTFv2pcPz2qnuWobl2ds6ZBQUFVajczZ87kyJEjbN68uVLPUfLc7p7n+mPqmiRGaOj0egp1Wj6LjEC+voUQ4iao5atOCI9jt9d3CbzKrFmz2Lx5Mxs2bKBFixau28PDwzGbzWRnZ5c6PiMjwzX7U3JWyCk7OxuLxXLDDFFdkm+Ghi4wkMK1a1gfHoZZIxN3wnPk5eUxd+5cOnXqRGRkJIMHD+bHH3903a8oCn/5y19cccTDhw/n6NGjFZ73X//6F126dCEiIoK77rqLPXv21GY1hBBC1KXiweHP/Xwp1GlBsj3WKkVRmDlzJhs3bmT9+vXExMSUur9Lly7odDp27Njhuu3SpUscPXqUXr16AdCzZ0+OHj3KpUuXXMds374dvV5Ply5d6qYibkgnqDHw96/vEghR46ZNm8bOnTtZtmwZu3fvJjExkVGjRnHhwgUA3njjDd566y2WLl3Ktm3bCAsLY8yYMeTl5ZV5zk8++YRnn32WP//5z+zatYu+ffsybtw4zp49W1fVEg2RjBgL4Tmcg8MR4RSuXQOBgfVdIo82Y8YM1q5dyz//+U8CAgJIT08nPT2doqIiAIKDg5k4cSJJSUns2rWLw4cP8+STTxIfH+/KFpeYmEi7du146qmnOHz4MLt27WL+/Pk8+uij9ZYZDmRNULkqm3KzttMz2ou/wG0lvshtdnu9pIP0llSUUs+qqUq6TYCioiLWr1/P+++/T79+/QCYM2cOmzZtIjk5mXnz5rFs2TKmT5/O/fffD8Dbb79N27ZtWbduHZMmTXJbjrfeeouJEyfy6KOPAvDiiy+yfft2kpOTWbBgQbXqKBqh4hHjLX6+DC4qRCMjxkJ4BufgsAwS17rk5GQAhg8fXur2N998k4ceegiAJUuWoNVqmTRpEkajkQEDBrB69epS67XWrFnDjBkzGDp0KAaDgbFjx/LCCy/UbWWuI52gclQ15WZtpWd0bkh1Me0smuKFgOdOniZXU397XXhLKkqpZ+VUNd2m1WrFZrPdsF+Lr68ve/fuJS0tjfT09FIpN/V6Pf369WPfvn1uO0Fms5mDBw/yxz/+sdTtd999N/v27atW/UQj5Rwxfv557nj7LQJlxFgIIark6tWrFR5jMBhYunQpS5cuLfOYqKgo1qxZU5NFqzbpBJWjsik3azsNZU5ODgBd23bknN8rAPWWGc5jU25eR+pZNVVNtxkYGEjPnj15+eWXadu2LWFhYaxbt479+/cTGxvrWkDZvHnzUo8LCwsrM7QtMzMTm812w2OaN2/O5cuXb7puopGTEWMhhBBuSCeoHFVNuVlb6RnVxZmN1Go1IYaGMZLpLakopZ6VczPpNpcvX87TTz9NfHw8Go2GLl26MHbsWA4fPuw65vpzVSad5s08RgghhBDeRRIjCCHqRevWrdm0aRPnzp0jJSWFbdu2YbVaiY6OJjw8HOCGGZyMjIwbZnqcmjZtikajueExV65cKfMxQgghhPBO0gkSQtQrf39/IiIiyM7OZtu2bdx3333ExMQQHh5eKuWm2Wxm9+7drpSb1/Px8aFr166lHgOwc+fOMh8jhBBCCO8k4XBCiHqxbds2FEUhLi6OX3/9lQULFhAXF8fDDz+MSqXiqaee4rXXXiM2NpZbb72V1157DT8/P8aOHes6x8iRIxk2bBhTpkwBYOrUqTz11FN069aNnj178t5773Hu3Lkys8kJIYQQwjtJJ0gIUS9yc3NZtGgRFy5cIDQ0lPvvv5+kpCR0Oh3g2EfIaDQyY8YMsrOz6dGjBx9//HGpDF+nTp0iKyvL9fuYMWPIyspi6dKlpKen06FDB9asWUN0dHSVMj0KIYQQwrNJJ6gRMBgMDB8+/IZ0wkI0ZqNHj2b06NFl3q9SqZgzZ47bFNtOJZMoOE2ePJnJkyfXSBlF4yefn0J4HmnXoiZIJ6gRMBgMjBgxor6LIYQQjU7Jz09P3/xYCG8h7VrUBEmMIIQQQogaceHCBaZMmcKtt97KLbfcQv/+/Tl48GCpY44fP86ECROIjo4mKiqKe+65p9T+XyaTiVmzZhEbG0uLFi2YMGEC58+fr+uqCCE8nHSChBBCCFFt2dnZDB06FJ1Ox0cffcTevXtZvHgxwcHBrmNOnTrFvffeS1xcHBs3buTbb79lxowZpcKa5s6dy6ZNm1ixYgWbN2+moKCA8ePHy4i/EKJGSTicEMKr2Gy2Sm2e6rzg8oYLL2+pq9SzapzJRHJzc0u1Gb1ej16vv+H4119/nRYtWvDmm2+6bouOji51zAsvvMA999zDokWLXLe1atXK9f+cnBxWrVrFsmXLuOuuuwDHxsoJCQns3LmTgQMHVqtOQgjhJJ0gIYRXOXHiRJUyxaWmptZiaRoWb6mr1LNyVCoVMTExJCQkkJ+f77p99uzZbhOWfPnllyQmJvLb3/6W3bt3ExkZyRNPPMFjjz0GgN1u5+uvv+aZZ57hgQce4PDhw8TExPCnP/2JYcOGAXDo0CEsFguJiYmu80ZGRtKhQwf27dsnnSAhRI2RTpAQwqvExcVVeiYoNTWVNm3aoNFo6qBk9cdb6ir1rBpFUTCbzaSkpNwwE+TO6dOnSU5OZurUqUyfPp0DBw4wZ84c9Ho948ePJyMjg/z8fF5//XXmzZvHwoUL2bp1K4888ggbNmygX79+pKen4+PjQ0hISKlzh4WFkZ6eftN1EUKI60knSAjhVTQaTaU6QSWP9+QL5pK8pa5Sz8pxzpgGBQVVqs3Y7Xa6du3KggULAOjcuTPHjh0jOTmZ8ePHY7fbAbj33nuZOnUqAJ06dWLfvn0kJyfTr1+/cstSlXYrhBAVkU6QG84P/sqGzDg/nBVF8fgNGb2lrlLPqp+n5PkaImnXZfOWuko9q36ekuerSHh4OO3bty91W9u2bdmwYQMATZs2RavVuj1m7969rnOYzWays7NLzQZlZGTQq1evcstYlXrJ+8BzeEs9wbu+s+uCdILKYTQaK31sTEwMZrO5FkvTcHhLXaWenknatXveUlepZ+3p3bs3J06cKHXbyZMnadmyJQA+Pj5069bN7TFRUVEAdOnSBZ1Ox44dO1ybKV+6dImjR4/y/PPPl/ncVWnXIO8DT+Mt9QTvqmttk05QGQIDAwEq1UPOzc0lISGBlJQUgoKCarto9cpb6ir1rJrGMvom7do9b6mr1LNqqtqup06dypAhQ3j11VcZPXo0Bw4c4L333uOvf/2r65hnnnmGxx9/nNtvv53+/fuzdetWvvzyS9dsUXBwMBMnTiQpKYkmTZoQGhrK/PnziY+Pd2WLu15V2jXI+8DTeEs9wfu+s2ubdILcUKurtn2SSqUiPz8flUrl8dOK3lJXqWfVz9PQSbsum7fUVepZ9fNURffu3Vm5ciWLFi3i5ZdfJiYmhiVLljBu3DjXMcOHD+e1117jr3/9K3PmzKFNmzb85z//oW/fvq5jlixZglarZdKkSRiNRgYMGMDq1avdrm+qart21kveB57DW+oJ3vWdXRekEySEEEKIGjF06FCGDh1a7jETJ05k4sSJZd5vMBhYunQpS5cureniCSGES9WHUIQQQgghhBCiEdMsXLhwYX0XwhNoNBruuOMOtFrPn1zzlrpKPYU3/W28pa5STwHe8/eRenoeb6prbVMpsjpKCCGEEEII4UUkHE4IIYQQQgjhVaQTJIQQQgghhPAq0gkSQgghhBBCeBXpBAkhhBBCCCG8inSChBBCCCGEEF5FOkFCiDKdPn2awsLC+i6GEKIGSbsWwvNIu6466QQJUQ2enGH+ww8/ZPjw4WRkZACeXVchSvLk97q0a+GtPPm9Lu365shmqXVs9+7dbNu2jc8//5zo6GhCQkJQqVT1Xawal5aWhkqlwmAw1HdRasWXX37Je++9x4oVKwgLCyM6OhrAY17Ld999l2nTpmE2m8nJyeHee+/1mLrVBm9p1+DZbVvatbiet7RtadeNl7TrmyczQXVo1apV/O53v+PTTz/lk08+YejQoaSkpACe1Wv/8MMPueOOO1i7di0FBQX1XZwat2rVKp566ikyMzPJyspiwoQJri8QT/Duu+8yY8YMVqxYwbx58zh06BAXLlwAPOt9WlO8pV2DZ7dtadfiet7StqVdN17SrqtJEXVi8+bNyq233qqsX79eMRqNiqIoypgxY5QxY8bUc8lq1nfffad069ZNGThwoBIZGan861//UvLz8+u7WDXmhx9+UOLj45Uvv/zSdduAAQOUnTt3Kna7vR5LVjPeeustpVmzZsrGjRsVRVGU06dPKy1btlRee+21ei5Zw+Qt7VpRPLttS7sW1/OWti3tuvGSdl19MhNUB7Kzs/n444+ZPHkyw4cPR6vVAvDAAw+QnZ1dz6WrOSaTiaNHj9K3b182b97M//3f/zF79mw+/PBDjxldunjxIpGRkXTv3t11m0ql4qOPPmLIkCG88847/Prrr/VYwptnNpvZs2cPy5cvZ9iwYVitVmJiYnj88cfZsGEDZ86cqe8iNije0q7B89u2tGtRkre0bWnX0q69nba+C+ANQkJCiI6OJjY2FpVKhUajASA6OpqLFy+Sk5ODv7+/64O2sdLr9fTr14/u3buj0+mYO3cudrud2bNnA/Dggw8SEBAAgM1mc/0dGpPs7GxSUlI4evQoRqORZ599lqysLGJjY/Hx8WHZsmXk5OQwY8aMRjfd7uPjQ3JyMjqdDkVRXO/HO+64gxUrVpCamkp0dDR2ux21WsZPvKVdg+e3bWnX0q5L8pa2Le1a2rXXq+eZKK/2/fffKwkJCaWmnnfu3Knk5eXVY6lq3v/7f/9Padq0qfKvf/1LKSwsVK5evaq8+uqrytmzZ+u7aDfloYceUlq3bq0MGzZMadu2rXLmzBnXfYsWLVLatm2rZGZm1mMJq85ms5V7/yOPPKIMHDhQyc3NraMSNV7e0q4VxbPatrRrURFvadvSrhs2adc1p3EPYzRge/fu5fjx4xgMBlq1akXv3r0Bx2iKWq12jToYDAb8/f0BGD58ODqdjk8++aTeyl1Ve/bs4X//+x8qlYrOnTvTp08f133OEYhnn30WgLlz55Kfn8/nn3+OSqVi2rRp9VXsSjt//jw2mw2VSkVUVBQA77//PmfOnOGHH35g7dq1tGzZksLCQvz8/OjUqRMxMTH1XOrK27p1K3v27OGXX37hN7/5DUOHDkWv17vuVxQFlUrF8OHDWbp0KSkpKfTt29drR5e8pV2DZ7dtadfSrq/nLW1b2rW0a1FCPXfCPNLKlSuV6OhoZciQIUrHjh2VTp06KQsXLrzhuN27dyudO3dWsrOzlQceeEDp2bOnYjabFUVR/j97dx7W1JX/D/ydRAQUF1wqoIALuCBS0brUpWKtbd26iLVal6kdpuPQRR3bOtVatZ2vltbqWKvTuo2KVnQUtWq11qqtikv9uRQ6SsWOKC6ooKAyBkjO7w+amEACuXBDknvfr+fxkdzc3JyT3M/J/dxz7rkecdHe6tWrRXh4uHjuuedEdHS0iI2NFRkZGVbrFBcXm/9+7733hL+/v+jTp4+5nhWd0XCl9evXi5iYGPHwww+LkJAQsXbtWqvnV65cKaKjo82Pi4uLRWxsrBg7dqxHfH+JiYkiLCxMvPLKK2LYsGHC399fJCYmCiHK7n/FxcWiR48e4qWXXnJFUd2CWuJaCGXHNuP6AcZ1CbXENuOacU3WmATJ7OzZs6JNmzZi3bp1QoiS2TqWLVsmAgMDxRtvvGG17rFjx0RkZKTo37+/iI6ONjcyRUVF1V5uqTZu3ChCQ0PF5s2bhRAlPw5hYWHil19+sVrPYDAIo9Eobt68KQYNGiT69etnrp8713P9+vWiadOmYu3atWLv3r3i008/Ff7+/uLEiRPmda5cuSI6d+4sOnfuLCZMmCAGDBggevfu7RE/ivv27RNt27YVycnJ5mWffPKJ6NChg7h9+7bVuqYfxc8//1wMHz7crevlLGqJayGUHduM6wcY1yXUEtuMa8Y1lcUkSGbHjh0TnTp1EteuXTMvKy4uFt98841o2rSp+Nvf/mZe/uOPPwp/f38xYMAAj2pMr1y5ImJjY8WiRYuslg8aNEjMnDlTJCQkiA0bNpiXFxcXi5UrV4pOnTp5RD3PnDkjYmJizGdZhBCioKBAPPHEE2Lp0qXmZUajUaSmpoq4uDgxbtw48f7777v9j4UQJXWZMmWKmDx5stDr9eZGMiUlRURHR4u8vDybr7t69ar5LKDaGlY1xLUQyo5txjXj2hY1xDbjmnFNtjEJktmZM2dEkyZNxM6dO62WG41GkZSUJEJDQ62y+VmzZrl9I1NaXl6e+P7770VmZqZ52ahRo0SrVq1EXFycGDNmjGjevLlYsmSJ+flbt26ZA9Ld63nq1CkRExMjUlNTrZa/+OKLYsqUKUII6yEDQlg3MqWfc0dbt24Vq1evtlqWlZUl2rZtKy5cuFDukAc1NqhqiGshlB3bjGvGtS1qiG3GNeOabGMSJCOj0Shu374tRo0aJcaNGyfOnDlj9fzt27fFCy+8IKZPn15mx3TnRsYW083jhBAiKSlJREdHi/T0dCFEyZmL1157TQwbNqzMTdc8JSDT0tLMf+v1eiGEEK+++qqYMWOG1XpKmhUoKytLhIWFmb9HIYRYt26duHz5sgtL5XpqimshlB3bjOsSjOsSaoptxjXjmsridBEy0mg0qFevHl588UWcPn0aq1atwvnz583P16tXD02aNEFmZmaZOek97X4DljOSvPjii9i3bx9at24NAPD19YWfnx+8vb3Ns+iYeMpc/O3btwdQMluO6bvRaDQoKCgAUDILy4gRI/D111+7rIxyE0LA19cXjRo1AgA888wz+OyzzxAQEODikrmWmuIaUHZsM64Z15bUFNuMa8Y1lcUkSEZCCADAkCFD8Oabb2LHjh1YuHAhjhw5AqDkxl0XLlzwqCkZK2I0GgEAdevWNS+7c+cOzp8/j4iICFcVSzZardY8taQQAsXFxQCA4cOHIzU1FS+88IIri1ehtLQ0c5krYjQaodPpcOfOHQwfPhzXr1/HDz/8AK1Wa9631UiNcQ0oO7YZ14xrQJ2xzbh2X4zr6qcR/LQqxd686+L3edoBYMOGDVi9ejUyMjIQGBgIg8EAg8GAH374wWPOIkmZX764uBg3btzAxIkTcf36dXz33XceU8/ymO6U/eabb8LPzw/Z2dk4ffo0Dh8+DC8vLxQXF7tlPT/++GN89NFH2Lx5M3r16lXh3b6vXbuGfv36wcvLC1qtFkePHnXr+jmDWuIaYGwzrt2zfs6ilthmXDOu3bF+bqt6R98pT0pKiigqKrK6MM3y719//VV88803Yvbs2eJf//qXR8xGYouteloqKioS69atEyNGjBD9+/c3Xzjqzhcdlh7rbG/ss6nO8fHxwt/fX8TExHjMhbGxsbEiIiJC7Nu3r8Lv4vz588Lf398jpkR1NrXEtRDKi23GtTXGtTW1xDbjmnFNFWMSVElGo1GcPn1a+Pv7i5MnT9p83h53bWRsqaielk6dOiXWrFljrp87B6TlD4PpQsqKLF26VDz22GMe0eCYGn0hhHjuuedEu3btHGpYt27d6jE/GM6glrgWQpmxzbi2Te1xLYR6YptxXYJxTY7gcLgqGjt2LBo0aICPPvoIPj4+ri6O00itp6lL2h0Ji+EPCxcuxOnTp1FQUIB3330XrVu3trqA1N5r3bnL2dZwiOeeew6//vorFi9ejN69e5f5bkq/xp3rVx3UEteAcmKbcc24doRaYptxzbiminFiBAeZLiY0MRgMAIBu3brh6NGj0Ov1NtfzNHLV0x0bU6Ck3KYGdf78+Zg7dy4aNWqErKwsxMbGYuvWrbh3757d12s0Gggh3LrBMTWO3377LY4dOwYA2LJlC1q3bo34+HgcOHDA/L2Wfo2JO9dPTmqJa0DZsc24ZlyXppbYZlwzrt25fm7PRT1QHuvkyZPi1q1bVss6depkvimXUii9npmZmWLChAni0KFD5mXx8fGibdu2Yt26dWXuleBpfv31V9G6dWvxl7/8RZw4ccK8/NlnnxXt2rUT+/fv96ghHs6m9P3dkpLryrhmXJem5P3dkpLrybhmXDuLbubMmTNdnYh5il27dmHChAn46quv0KRJEwBAo0aNoNVq8dNPP6FXr16oU6eOi0tZdUqv5/r16zFkyBAUFBTg+eefR2BgIABg0KBBOHv2LFauXImgoCCEhoaW29XuToTFkAEAaNiwIYKDg7Fp0yZkZ2cjMDAQgYGBGDFiBPbs2YPExESEh4ejZcuWHnEfCGdS+v5uScl1ZVwzrktT8v5uScn1ZFwzrp2JSVA5Su+oYWFhiIyMhEajwZdffokffvgB169fR2RkJD7//HN06NAB7dq1c2GJK0fp9bTsUgeAyMhI/Pzzzzh69Ci6d++ONm3amIcCDBw4EOnp6ZgzZw569OiBli1buqrYkpjql5+fb/4haNu2LRo3boz169fj+vXraNq0KQICAjBixAgkJSXhv//9L4YNG+bKYruE0vd3S0quK+OacV2akvd3S0quJ+OacV2tXNYH5eYsZyMpLCwUt2/ftnr+5MmT4quvvhLt2rUTL7/8svD39xd9+/YV165dq+6iVola6imEELt27RJHjx41P46NjRVt2rSxOQvL3LlzPaL7+ejRo+LcuXNCCCEWL14s3n77bZGZmWm1zubNm0VYWJj485//LE6dOmVebm/qVCVT0/6ulroyrhnXQqhnf1dLPRnXjOvqwJ4gGyxn3vj8888xf/58LF26FFeuXEFkZCR8fX0REBCADh06YNSoUdBoNPD19UVKSgqefPJJBAcHlzmb4Y7UUk8AOHfuHMaMGYP8/HwEBQUhMDAQw4cPx549e7B69WpERUUhODjY/Hn06NEDWq0WBoPB4RvPVbeLFy9iwoQJOHr0KHr37o3Lly9j8eLFAIAWLVqgXr16AErOMP3vf/9DUlISsrOz0bZtWzRq1Agajcat6yc3Ne3vaqkr45pxDahnf1dLPRnXjOvqwiTIBlMD8cEHH2DFihUYPHgw+vfvjxkzZuDWrVsIDw9HgwYNAAA+Pj6IjIzEkCFD8PPPP2PPnj0YOXKk2zcygLLrKWQac+vODU69evUghDDfDXvSpEkICwvDP/7xDxQVFaFly5bmhjU1NRV5eXlo1KgRxowZY66jO9dPbkre30tTal0Z14xrW5S6v5em1HoyrhnXLuPKbih3ZLph2o4dO0Tnzp3FkSNHhBBCHD58WDRu3Fg0btxYvPTSS+K3334zv8Z0s6qNGzeKgQMHesRMJWqpZ15entXjrVu3im7duonXX3/dqqu5d+/eYuTIkdVdvEqzvLHf2rVrxVNPPSXGjRsn8vPzxcaNG0Xbtm3F+++/L44fPy4KCwvFmDFjxJYtW8yvU1vXulr2dyHUUVfGNePaRA37uxDqqCfjmnFd3ZgE/S41NVXk5OQIIUruvLtr1y6xdOlSIYQQu3fvFqGhoWLDhg3i5MmTokmTJuLNN98U6enpVtuYPHmyaN++fZlAdidKr6eaxtyW17Bu2bJF9OjRQ7Rt21Z07txZdO/e3XxH6fLujK40St/fLSm5roxrxnVpSt7fLSm5noxrxrWrcTgcgB07dmD48OHIy8tDp06d4Ofnh4YNGyI0NBRCCEyaNAmjR4/GH//4R9SoUQNbtmzBjz/+iFq1aiEmJgZAySwfhw4dwvTp09G8eXOX1scepddTbWNuTTeC02g06NChA7RaLQ4ePIhDhw7hz3/+M55++mm0a9cOUVFRWLBgAWrUqOFR9asqpe/vlpRcV8Y147o0Je/vlpRcT8Y149odqD4J0uv1WLx4MU6ePIkGDRrg7NmziIqKQqNGjVC3bl1cv34da9euxciRI9GyZUvcv38fN2/exCeffILY2FjzDurt7Y2YmBg0bdrUxTWyTQ31VOOY29INq0ajQUpKClJSUvD444+jR48e6NixI3Q6HQwGg1veFdwZ1LC/myi9roxrxrUlpe/vJkqvJ+Oace0OVJ8E1ahRAw899BC2b9+OZs2a4dq1azh//jw6duyIWrVqIT8/HwsWLICXlxeKi4vx4Ycf4r///S8mT54MnU6H4uJicyC6c0AqvZ6mhqVjx2FIVkQAACAASURBVI4QQuDgwYM4ePAgXnvtNTRv3hwLFy5EYWEh6tati8aNG2PRokUYPXo0/vrXv0Kr1XrEjDn2WDasUVFR0Gg0OHLkCE6fPo1OnTqhbt26ANzze3MWpe/vlpRcV8Y147o0Je/vlpRcT8Y149pdqDoJMhqNMBqNaNq0KW7cuIFWrVohJCQE33//PbKystChQwcEBQWhbdu2SEhIwKlTp6DT6bBt2zbodDoIITwiU1dDPcvran799dfRqlUrJCYmYu3atVi9ejVu376NOXPmmOvn6Q1O6YZVCIH9+/ejXr165see+qMhlRr2dxOl15Vxzbi2pPT93UTp9WRcM67dhUYIIVxdiOqWnp6OOnXqICgoyLxs8eLF+Pe//41vv/0Wy5Ytw6ZNm9CtWzdMnDgRDz30EK5du4bi4mIEBQVBq9WiuLgYNWrUcGEtKqaWelqybDy++uorrF69GkFBQZg3bx5ycnJw8uRJ5OfnY+zYseYxt+78YyGVZf1ffPFF1KhRA2vXrnVxqaqHmvZ3NdUVYFyrOa4B9ezvaqmnCeNa3XHtDlTXE/T111/j+eefx9atW9G4cWPo9XoEBgaiS5cuSE5Oxs2bN/HGG2/g+vXrOHDgAC5fvoyIiAgEBASgbt260Gg0MBqNbh+IaqlnaWofc2tZ/2PHjqGoqAgDBgxQXD1LU9P+rqa6mjCu1RnXgHr2d7XU0xLjWr1x7S5UlQQVFhZi+fLluHr1Kry8vHD+/Hn89NNP2LNnDx5++GHcu3cPly5dwtNPP42ePXvi+vXr2LRpE+rUqYNHHnnEvB1376ZUSz3tUfuYW41Gg5ycHPzzn//ErFmzEBAQ4OoiOZWa9nc11bU0xrW64hpQz/6ulnrawrhWX1y7E1UlQTqdDh07dkRubi68vb0RGhqK+Ph4bNmyBYcPH8bRo0fx3XffoV27dmjTpg169OiBunXrYuzYsR4VgGqpZ3nUPua2Vq1aGDZsGAIDA11dFKdT0/6uprrawrhWT1wD6tnf1VJPexjX6oprd6KqJAgA/Pz80L59e6SlpeH06dN46KGH8MknnyAoKAhCCFy6dAnjx49H48aNAcB80Z6nzdeulnqWp3TDumPHDvz222+IjY1VdINq4injwuWgpv1dTXW1hXGtnrgG1LO/q6We9jCu1RXX7kJ1SRAA1KlTB1FRUbhw4QK++eYbFBQU4Pnnn0efPn0wcuRIBAcHl5mC0RMbGbXUszwcc6seatrf1VRXWxjX6qKW/V0t9bSHcU3VTZVJEFBy1iUqKgqZmZnYu3cvbt68iUcffRS+vr6KugBPLfUsD8fcqoea9nc11dUWxrW6qGV/V0s97WFcU3VSbRIEWDc2hw4dwsWLF/HYY48p6swKoJ56lodjbtVDTfu7mupqC+NaXdSyv6ulnvYwrqm6qCOiytGkSRP89a9/RYsWLXDjxg0o9bZJaqlneXx8fFxdBKomatrf1VRXWxjX6qKW/V0t9bSHcU3VQZU3S7Xl1q1bqFevHrRaraJnIlFLPYkAde3vaqorkVr2d7XUk8gVmASVYjQaVdHlrJZ6EgHq2t/VVFcitezvaqknUXViEkRERERERKrC0wpERERERKQqTIKIiIiIiEhVmAQREREREZGqMAkiIiIiIiJVYRJERERERESqwiSIiIiIiIhUhUkQERERERGpCpMgIiIiIiJSFSZBRERERESkKkyCiIiIiIhIVZgEERERERGRqjAJIiIiIiIiVWESREREREREqsIkiIiIiIiIVIVJEBERERERqQqTICIiIiIiUhUmQUREREREpCpMgoiIiIiISFWYBBERERERkaowCSIiIiIiIlVhEkRERERERKrCJIiIiIiIiFSFSRAREREREakKkyAiIiIiIlIVJkFERERERKQqTIKIiIiIiEhVmAQREREREZGqMAkiIiIiIiJVYRJERERERESqwiSIiIiIiIhUhUkQERERERGpCpMgIiIiIiJSFSZBRERERESkKkyCiIiIiIhIVZgEERERERGRqjAJIiIiIiIiVWESREREREREqsIkiIiIiIiIVIVJEBERERERqQqTICIiIiIiUhUmQUREREREpCpMgoiIiIiISFWYBBERERERkaowCSIiIiIiIlVhEkRERERERKrCJIiIiIiIiFSFSRAREREREakKkyAiIiIiIlIVJkFERERERKQqTIKIiIiIiEhVmAQREREREZGqMAkiIiIiIiJVYRJERERERESqwiSIiIiIiIhUhUkQERERERGpCpMgIiIiIiJSFSZBRERERESkKkyCiIiIiIhIVVyaBB06dAgjRoxAu3bt4O/vjx07djj0mpiYGAQEBKBjx45YsWJFmXWWLVuGhx9+GAEBAYiJiUFKSoozik9ERERERB6ohivfvKCgAJGRkRg1ahTGjh1b4fqZmZkYPnw4xo4diy+//BJHjx7FW2+9hUaNGuGZZ54BACQnJ2Pq1KmYO3cuunXrhpUrV2L48OE4fPgwgoODHSqX0Wg0/63RaCpXOSIVEUKY/9Zq3bODmXFNJA3jmkiZPCG2q4NGWH4SLuTv7481a9Zg0KBBdteZMWMGdu3ahaNHj5qXTZo0Cb/88gt2794NAHjiiScQFRWFefPmmdfp1q0bBg4ciBkzZjhUFqPRiDt37lSyJkTqVadOHbdtUBnXRJXDuCZSJneO7erg0p4gqX766Sf07dvXalm/fv2wZs0aFBUVQQiBU6dOYeLEiVbr9O3bF8eOHbO7Xb1eD71eb35sygu9vLwcOrNkMBjw22+/oWXLltDpdFKq5HHUUlfWUxohBIqKimQsmfP4+Pg4HNfnzp1DeHi4ovcBQD11ZT2lEULg/v37MpbMeRyNa4D7gdKopZ6AOmPbmTwqCbp+/ToaN25staxx48YoLi5GTk4OhBAwGAw217l+/brd7c6fPx8JCQnmx35+fkhLS0NGRgakdJSdP3/e4XU9nVrqyno6RqPRIDQ01K2Ho5jKptFoHCqnRqOBEMLh9T2ZWurKelZ+e+5Kalyb1uV+oBxqqSegrtiuDh6VBAFlvzBTkmLaMeytU94XPWnSJMTHx5fZZnh4uMNnjDMyMhAWFqaKsxBqqCvrKY0QAoWFhTKWjIiIiMh5PCoJeuihh8r06Ny8eRM1atRAgwYNIISATqezuU7p3iFL3t7e8Pb2Nj8WQiA/Px86nU5SlqzT6RR9wGxJLXVlPR3jJpcWEhERETnEo66G6tKlC/bv32+1bO/evYiOjoaXlxdq1qyJjh07Yt++fVbr7N+/H127dq3GkhIRERERkbtyaRJ09+5dpKamIjU1FUDJFNipqam4dOkSAGDWrFkYP368ef1XXnkFly5dwrRp05Ceno41a9ZgzZo1eP31183rxMfHIzExEWvWrEF6ejqmTp2KrKwsjBs3rnorR0REREREbsmlw+FOnTqFIUOGmB9PmzYNADBy5EgsXrwY2dnZyMrKMj8fGhqKDRs2YOrUqVi2bBkCAgLw0Ucfme8RBABDhw5Fbm4uPv74Y2RnZ6Ndu3ZYv349QkJCqq9iRERERETktlyaBPXq1Qu3bt2y+/zixYvLLOvZsyd++OGHcrcbFxeHuLi4KpePiIiIiIiUx6OuCSIiIiIiIqoqJkFERERERKQqTIKIiIiIiEhVPOo+QURERESkPtrx8UBubsmDBg1g/KLsdeNEUjAJIlKxl08sxw39HWiP7kLDmn5IfORVVxeJqMp4sESkQLm50DQNAgCIy1dcXBhSAiZBRCqWU3QXtX19S/7W33NxaYhkwoMlIiKqAK8JIiIiIiIiVWESREREREREqsIkiIiIiIiIVIVJEBERERERqQqTICIiIiIiUhUmQUREREREpCpMgoiIiIiISFWYBBGRx5k3bx78/f3x7rvvurooRFQFy5cvR8+ePRESEoKQkBA8+eST+O6771xdLCJSAUlJ0M6dOzFnzhwcO3YMAPDjjz/ihRdewLBhw7By5UpnlI+IPNDly5eRk5NjfpySkoI//elPGDBgAF599VVzG1IZJ06cwKpVq9C+fXs5ikpEEsh9HBAUFIQZM2Zg79692Lt3L3r37o1Ro0bhzJkzMpeciMiaw0nQihUrMHbsWOzevRvDhg3Dhg0bMHr0aAQFBSE4OBhTp07FF1984cyyEpGHGDduHE6cOAEA+OabbzBkyBDcu3cP3bp1w//+9z8MHjwYu3btkrzdu3fv4tVXX8WCBQtQv359uYtNROVwxnHAgAED8OSTTyIsLAxhYWGYPn06ateujePHj9tcX6/XIz8/3+ofABgMBkn/KvMaT/ynpHqWptR6Vtd3SkANR1dcsmQJ5s6diz/84Q84cOAAhg8fjg8//BBxcXEAgC5duuCzzz7D+PHjnVZYIvIMZ8+eRZs2bQAA8+fPx/Tp0zFx4kTz80uWLMGcOXPw9NNPS9ru22+/jSeffBIxMTGYO3duuevq9Xro9XrzYyEEgJIfD41GU+F7Wf7YKJ3S6lr67F7p+imlnvbIVU9TzJg4+zjAYDBgy5YtKCgoQJcuXWyuM3/+fCQkJJgf+/n5IS0tDefOnStT3opkZGRUqpyeRin1jBBG6H7/2yiMSE9Pt3peKfV0RFXrqtFoEBoaKlNpPJfDSdDFixfx+OOPAwB69+4Ng8GAHj16mJ/v1asX3n77bflLSEQeR6PRmM/QZmZm4oknnrB6vn///pg1a5akbW7atAmnT5/G3r17HVpfroMl/rB6Hh4slZD7QMlZxwG//PILnnrqKdy/fx+1a9dGYmIi2rZta3PdSZMmIT4+3vzYFMvh4eEOndwASpKtjIwMhIWFQafTVfwCD6W0emo1Wqu/TSfalFbP8shVVyEECgsLZSyZZ3I4CfL398elS5cQHByMq1evori4GFlZWYiIiAAAXLp0icNTiAgA0LNnT2zatAmRkZGIiorCoUOHEBkZaX7+wIEDCAwMdHh7WVlZePfdd7Fp0yb4+Pg49JqqHizxh9Vzqf1gyVkHSs46DggPD8ePP/6IvLw8fP3114iPj8f27dttJkLe3t7w9va2KmN+fj50Op3DSZCJTqdT9H5gotR6lq6TUutpS1XrKrXXVKkcToIGDhyIN998EyNGjMCuXbswYsQITJ8+HVqtFhqNBu+//775DBERqduMGTMwcOBAXLt2Dd27d8ff//53nDhxAq1bt0ZGRgY2b96MefPmOby906dP48aNG+jbt695mcFgQEpKCpYuXYrs7OwyPwhyHSzxh9XzqfVgSe4DJWcdB9SsWRMtW7YEAERHR+PkyZP44osv8I9//KPSZSciqojDSdDMmTNRWFiI5ORkdO/eHQkJCfjiiy8watQoFBUVoWfPnnj//fedWVYi8hBt2rTBnj178Pe//x2fffYZ7t27h3//+9+oUaMGoqOjsXz5cgwaNMjh7T322GM4dOiQ1bLXX38d4eHhmDBhgioOaIlcrbqOAzhUh4iqg8NJUO3atbFgwQKrZW+88Qb+9Kc/oaioCHXq1JG9cETkuVq0aIHly5dDCIEbN27AaDSiYcOG8PLykrytOnXqmIfcmNSqVQsNGjQos5yInMMZxwEffPABnnjiCTRr1gx37txBcnIyDh48iI0bN8pVbCIimxxOgkorLCxEZmYmWrRo4fAYfSJSH41Gg/r16yMzMxONGjVydXGIVGvM8SXIKbwHAGhYszYSH3m1StuT4zjgxo0bGD9+PLKzs1G3bl20b98eGzdutBr6SkTkDJKToIKCAkyZMgXr1q0DABw/fhzNmzfHlClTEBAQgEmTJsleSCLyTAUFBXjnnXeQlJQEQN72Yvv27XIVk0gVcgrvwff36+Ry9PcqvR05jwMWLlxY6XIQEVWFwzdLNfnggw+QlpaGbdu2WZ356dOnDzZv3ixr4YjIs33wwQf45Zdf2F4QKQiPA4hICSQnQTt27MDHH3+MRx991GqGpbZt2+LChQuSC7Bs2TI8/PDDCAgIQExMDFJSUuyuO3jwYPj7+5f5N3z4cPM68fHxZZ7v37+/5HIRUdXJ3V4QkesxrolICSQPh8vJyUHjxo3LLL93T3rXenJyMqZOnYq5c+eiW7duWLlyJYYPH47Dhw8jODi4zPqJiYlWM8bk5uaid+/eeO6556zW69evHxYtWmR+XLNmTcllI6Kqk7O9ICL3wLgmIiWQnARFR0dj9+7dePXVkgsqTWeBVq9eja5du0ra1uLFizF69GiMHTsWADBnzhzs3bsXK1aswIwZM8qs7+/vb/U4OTkZtWrVwrPPPmu13NvbG02aNHG4HHq9Hnq93vzYdG8Eg8Hg8E0VLf+Xk9drbwC5uSUPGjRA0SLXjp92Zl3diVrqCWH9oLL1tXfjNTnbCyJyD4xrIlICyUnQ+++/jxdeeAFnz55FcXExvvjiC5w9exY//fSTpAuVCwsLcerUKUycONFqed++fXHs2DGHtpGYmIihQ4eidu3aVssPHjyI8PBw1KtXDz179sR7771n86yVyfz585GQkGB+7Ofnh7S0NJw7d07SXXUzMjIcXtdRETk3oWvWDABgyMpCenq67O9RGc6oqyu0njsPNe7ko7hOXfz61l/LPK+UetpjtNi/jUZR6f1Lo9EgNDS0zHK52gsich+MayJSAslJULdu3bBz5058/vnnaN68Ofbt24eoqCh8++23aN++vcPbycnJgcFgKJOcNG7cGNevX6/w9f/v//0/nDlzpszMMk888QSeffZZBAcHIzMzE7Nnz8YzzzyD/fv3W9093tKkSZMQHx9vfmxKfMLDwx3uCcrIyEBYWJjsN23UarRWf7dp00bW7UvlzLq6gtfdu9A0awbt5StWn63S6mmP9siuB39rNZXev+zd3FCu9oKI3AfjmoiUoFL3CWrfvj3++c9/ylKA0kmGEMKhxCMxMRHt2rVD586drZYPHTrU/HdERASio6MRFRWF3bt3Y8iQITa35e3tbZUgCSGQn58PnU7nUFlMdDqd0w+Y3eWAvDrqWt1s1UeJ9bSisX5Q2bqW12MqZ3tBRO6BcU1Enq7SN0strbi4GFevXrU5oYEtDRs2hE6nK9Prc/PmzXKHrgEl9ygwTapQkYCAAAQHB+P8+fMOlYuInE9qe0FElWN5g1S9oQi+sD0iQg6MayLyJJKnyLbnzJkz6Nixo8Pr16xZEx07dsS+ffuslu/fv7/CCyu3bNmCwsJCq6mx7cnNzcXly5cREBDgcNmIyLmkthdEVDmmG6T6entDwPFrXCuDcU1EnkS2nqDKiI+Px/jx4xEdHY0uXbpg1apVyMrKwrhx4wAA48ePR2BgYJmZ4hITEzFw4EA0aNDAavndu3eRkJCAIUOGICAgABcvXsQHH3yAhg0bYtCgQdVWLyIiIiIicl8OJ0F9+vQp9/n79+9LfvOhQ4ciNzcXH3/8MbKzs9GuXTusX78eISEhAICsrCxotdadVRkZGThy5AiSk5PLbE+n0+E///kPkpKSkJeXhyZNmqB3795YsWIF6tSpI7l8RFQ5zmgvSF204+Otbg9g/GKxawtEjGsiUhSHk6D09HQMHTrU5jS4AHDt2rVKTSccFxeHuLg4m8/ZmmozLCwMt27dsrm+r68vNm3aJLkMRCQvZ7UXpCK5udA0DQIAiMtXXFwYAhjXRKQsDidBppnY/vjHP9p8PjU1FatXr5atYETkudheECkP45qIlMThiRG6d+9e7hkePz8/9OjRQ5ZCEZFnY3tBpDyMayJSEod7gubMmVPu8y1atMC2bduqXCAi8nxsL4iUh3FNREoi2xTZREREREREnoBJEBERERERqQqTICIiIiIiUhUmQUREREREpCoOT4xARERERORyej20w0cAALQNGgBvvu7iApEnktwTdObMGbvP7dmzp0qFISJlYXtBpDyMa3IHmqZBJTdUzs11dVHIQ0lOgh5//HEsWbLEapler8fbb7+NMWPGyFYwIvJ8bC+IlIdxTURKIDkJWrJkCRISEjBs2DBkZ2cjNTUVffr0wYEDB7Br1y5nlJGIPBTbCyLlYVwTkRJIToKGDBmCgwcPwmAwoEePHnjyySfRs2dP7Nu3Dw8//LAzykhEHortBZHyMK6JSAkqNTGCwWBAYWEhDAYDDAYDmjRpAm9vb7nLRuUYc3wJcgrvAQAa1qyNxEdedXGJXEc7Pv7BmOAGDWD8YrFrC0RW2F4QKQ/jmog8neSeoE2bNqFXr16oW7cujh8/jvXr12PVqlUYMGAALly44IQiki05hffg6+0NX29vczKkWrm5vEDSTbG9IFIexjURKYHkJOjNN9/E9OnTsW7dOjRq1Ah9+/bFoUOHEBQUhMcee8wZZSQiD8X2gkh5GNdEpASSh8Pt378f4eHhVsvq16+Pf/3rX0hKSpKtYETk+dheECkP45qIlEByT1Dphs/SiBEjqlQYIlIWthdEyiNnXM+bNw+PP/44goODER4ejlGjRuHcuXNVLSIRUYUkJ0FEREREckhJSUFcXBx2796N5ORkFBcXY+jQobh3T+XXuhKR01Vqdjiyj7O2EREROWbjxo1WjxctWoTw8HCcOnUKPXv2LLO+Xq+HXq83PxZCACiZrU6j0Tj0ngaDwep/pVJaPSs6a6+UepZHru/UFDdqxyRIZqZZ2wAgR++ZZ7KYyCmb1ZTif+kIePu4tkBERL/Lz88HAPj7+9t8fv78+UhISDA/9vPzQ1paGs6dOyf5wC4jI6PyBfUgSqlnhDBCZ3704Ls2CiMA5dTTEVWtq0ajQWhoqEyl8VxMgqgMJSRyVI7fpxQHAPBsEBG5CSEEpk2bhu7duyMiIsLmOpMmTUJ8fLzVa4CS65Sk9ARlZGQgLCwMOp2u4hd4KKXVU6ux7AvSlFmulHqWR67vVAiBwsJCGUvmmSqVBKWkpGDlypW4cOECVq5ciaCgICQlJSE0NBSPPvqo3GUkIg/G9oJcSq+HdvgIoEEDGBYtdHVpFMMZcf3222/jl19+wc6dO+2u4+3tbXVTViEE8vPzodPpHE6CTHQ6neIPmgHWU4mqWlcOhysheWKEr7/+GsOGDYOvry9+/vlncyZ59+5dzJs3T/YCEpHnYntB7oA3UpaXM+L6nXfewc6dO7Ft2zY0bdpUzuISEdkkOQmaO3cu5s2bhwULFsDLy8u8vFu3bvj5559lLRwReTa2F0TKI2dcCyHw9ttvY/v27fj66695nQIRVRvJSVBGRgZ69OhRZnmdOnWQl5cnuQDLli3Dww8/jICAAMTExCAlJcXuul999RX8/f3L/Lt//36lt0lEziN3e0FEridnXL/11lvYsGEDli5dCj8/P2RnZyM7Oxv/+9//5CouEZFNkpOgJk2a4Lfffiuz/MiRI2jevLmkbSUnJ2Pq1KmYPHkyfvjhBzz66KMYPnw4Ll26ZPc1derUwdmzZ63++fj4VGmbROQccrYXROQe5IzrFStWID8/H4MHD0bbtm3N/zZv3ixTaYmIbJOcBL388st49913cfz4cWg0Gly9ehUbNmzA9OnT8corr0ja1uLFizF69GiMHTsWbdq0wZw5c9C0aVOsWLHC7ms0Gg2aNGli9a+q2yQi55CzvSAi9yBnXN+6dcvmv5deeslJpSciKiF5drgJEyYgPz8fzzzzDO7fv49BgwbB29sbr7/+Ol591fH7yRQWFuLUqVOYOHGi1fK+ffvi2LFjdl937949dOjQAUajEZGRkZg2bRqioqKqtM2q3nzN+uZVljNuiCrf0Kp0lvpge/K+jzX723bHm6/Z/4ykvdbd6ykX+2c+Kr8f2ZtpRq72gojcB+OaiJSgUlNkT58+HZMnT0Z6ejqMRiPatGkDPz8/SdvIycmBwWBA48aNrZY3btwY169ft/ma8PBwLFq0CBEREbhz5w6+/PJLPP300zhw4ABatWpVqW0C8t18LSMjA0ajxQ28jALp6ekOv94Wy5uDGYXRvD2538eSI9t2p5uS2fuMpLzW3uvcqZ5ysb7h3ANV2Y/Ku/GaHO0FEbkXxjURebpK3yy1Vq1aiI6OrnIBSve0CCHs9r506dIFXbp0MT/u3r07+vTpgyVLllglMVK2CVT95muWN6/SHre4gZdWgzZt2lT4+vJY3hxMq9Gat6c9ukvW97F6z3K27Y43X7P3GUl5benXuWM95WJ9wzmL5VXYjyq68Zpc7QURuQ/GNRF5MslJ0P3797FkyRIcOHAAN2/ehNFotHr+hx9+cGg7DRs2hE6nK9NDc/PmzTI9OfZotVp06tQJ58+fr9I25br5WsnBsuX6GtkPoB9sz5nvU/G23fmmZJUtl6fVU36V34/s9ZjK1V4QkftgXBOREkhOgl5//XXs378fzzzzDDp37iz5Ds0mNWvWRMeOHbFv3z4MHjzYvHz//v0YMGCAQ9sQQiA1NRURERGybbMyvF57AxE5N0vOsP+lI2CRUBGpmVztBRG5D8Y1ESmB5CRo9+7d2LBhA7p3717lN4+Pj8f48eMRHR2NLl26YNWqVcjKysK4ceMAAOPHj0dgYCBmzJgBAEhISMAjjzyCVq1ama8JSk1NxSeffOLwNp0iNxe6Zs1K/pZwDZFcli85Bu0/RpQ8aNAAxi8WV3sZiGyRs70gIvfAuCYiJZCcBAUFBcl28ePQoUORm5uLjz/+GNnZ2WjXrh3Wr1+PkJAQAEBWVha02gfXL+Tl5WHixIm4fv066tati6ioKOzYsQOdO3d2eJtK1PBuITTBJReli8tXXFwaogfkbC+IyD0wrskTjDm+BDmF99CwZm0kPsJZC6ksyUnQhx9+iJkzZ2LevHmyJBZxcXGIi4uz+dz27dutHs+ePRuzZ8+u0jaJ7NGOjwdyc4EGDWBYtNDVxVEEudsLInI9xjV5gpzCe/D19kaO/p6ri0JuSnISFB0dDb1ej+joaNSqVQs1alhv4r///a9shSOqVrm50DQNYm+ajNheUHUx/f7lqAAAIABJREFUnfUFgK3GYvjYWOflE8txQ38HjU8cRGIXnhmuLMY1uZPRYyJwPXcntEd3oWFNP/b6kMMkJ0FxcXG4evUqpk+fjoceeogXRFaj0WMicDNlPgBAbyiCLzgBA7k3OduLefPmYfv27Th37hx8fHzQtWtXzJw5E+Hh4TKWWH1Kkoe7MBqFRycHprO+ACBg+9rMnKK7qO3rixz93eosmuLwOIDcyc3aXqjt6wsA7PUhSSQnQceOHcO3336LDh06OKM8imcecgVInsTgZm0v84/8/QL792QhchdythcpKSmIi4tDdHQ0iouL8fe//x1Dhw7FkSNHULt2bRlKq04lyUNJv4m7JgeWJ4A4vt/1eBxAREogOQkKDw/H/fv3nVEWdfh9yBXASQxI+eRsLzZu3Gj1eNGiRQgPD8epU6fQs2dPWd6D3JPlCSCe6XU9HgcQkRJIToJmzJiB9957D9OnT0dERESZscB169aVrXAknTPPmGrHx0Obm4sIYYS2YSNOxU0VcmZ7kZ+fDwDw9/e3+bxer4derzc/Nt3Q1WAwODR8x2AwWP2vXMLqT3epr9buM8JOGR24PYF48L+71NMZrPdde5+Lvc/RYg07t3zgcQBJYXm9HntyyZ1IToKGDRsGAHj22WetlgshoNFokJOTI0/JqFKcesb0914sHdiLRY5xVnshhMC0adPQvXt3882SS5s/fz4SEhLMj/38/JCWloZz587ZPbizJSMjo1JlrKrWc+ehxp2SRK+4Tl38+tZfZdv2rNt7kWcsSRALhQG+vy83CoH09HTZ3kcqyzqjsMjmOkaj7TIajfYP9gHAKIwwCtPfrq1ndcnIyLD7udj7HC1pNBqEhoaWWc7jAJLC8no99uSSO5GcBG3bts0Z5VAk801MeQNTUilntRdvv/02fvnlF+zcudPuOpMmTUJ8fLz5sSnxCQ8Pd7gnKCMjA2FhYdDpdFUvtERed+9C8/tNmLWXr6BNmzaybfvO0V3mC4kLC+6Yl2s1GlnfRyrLOovfbM8wptXaLqP26C47Wy35rrUaLbQa09+uraezWe672uO293V7n6MlIQQKC8tef8rjACJSAslJEMfeO850E1Ol95pUZbIHdzR6TARuHl3g8bNlWbL6jiyGiFnSG4owMGW+rMMVnNFevPPOO9i5cye++eYbNG3a1O563t7e8PZ+MIOiEAL5+fnQ6XSSZrPS6XQuSYJslcNRFd8k0E79NdLexzU0dsrowHeqefD/yyeXK/5GiiWfk73Pxd7n+IC9HlMeBxCREkhOgg4dOlTu82wcVUhhkz2UDCl079myJLP8juycYRcQst9YTs72QgiBd955Bzt27MC2bdtsDtOhErxJYMX4GVUejwPIXZlO5pn+5q1EqDySk6AhQ4aUWWZ5VpVjgYmqruIz+Z5BzvbirbfewsaNG/HVV1/Bz88P2dnZAEouwvb19a3g1UQkFx4HkLsyncwDeCsRqpjkJKj0naCLi4vx888/Y/bs2XjvvfdkKxg5j60DbMvZW1x99kRpw+sqQylnqeVsL1asWAEAGDx4sNXyRYsW4aWXXqpaQWXgisSVsy6RK/A4gJSM7ap6SE6C6tWrV2ZZ3759UbNmTUybNg379++Xo1zkRLYOsC1nb3H52ROFDa9TMznbi1u3bslYMvm5InHlrEvkCjwOICVju6oekpMgexo1auSyqWSJnEVvKDaPL3b1GSElnZ1ieyGNM+//RSQXxjUReRLJSVBaWprVYyEEsrOz8Y9//APt27eXrWBKYx7iZWdmLndlnuYb8Liyy8FyfPGVgtsuTYg88ewU2wt5OPX+X0QSMa7JHvOxjkqHspNnkZwEPfbYY9BoNGWmznzkkUfw+eefy1Ywxfl9iJe9mblcwZFZVEzTfAP2ZxVzV3L3nFgmRDwQdYwS2wvL/arIWAwvbUkzWtG1dHJd62Z1YuIvHQFvzn5E1UuJce0KSurdNzMd63AoO3kAyUnQqVOnrB5rtVo0atQIPj4+shWKqociZ1HR66EdXnKAmPOXjvCtW7fkbyYtLuHJ7cXLJ5bjhv4OtEd3oWFNP/MBSunr5+o6GkMyXetmeWICdu7jQuRMnhzX7sQTe/eJlERyEhQSEuKMcqieIs8IuYjpQJMHiK7nye1FTtFd1P596m1PPkBRynTr5D48Oa5Jfo7cjNvEqiebQ+bIxRxKgr788kuHN/jnP/+50oVRG8uLnfWGItSv5QfAsw+4iNheuJfqmrXOU0/kWA4LllpuT61zZTCu5WGVMFgMZ/W05KB04qNp2QJAxcPmrYbYc8gcuZhDSdDixY4Fo0ajYeMngeXFzooZjuYBLM+Mr3V1YWTmDvdYUmJ7UdnrcCwPkrcai+HKwUJyXUtkbx/z1KE9VbnWz1PrXBlKjGuXsBgWazlaweOSA8vhvR52vTCRiUNJ0OnTp51dDnIyywN/d2SvO90ZUwMr5UakNrnBPZaU2F5IvQ7HFG+WPbwCrh2eKdu1RG6wj1H1c1ZcHzp0CAsXLsTp06dx7do1rFmzBoMGDXLKe6mJdnw8tLm5iBBGaBs2cskJMfPvuhtN4OIOJwrJfVTpPkGmmWE0Go0shSHncfsDfztnlexNDexOZ9gtqWl4jFRqai9M8cYeXnIFy0k99IbicmctrKqqxnVBQQEiIyMxatQojB07Vs6iVcjrtTeUe0D8+2+qDi48WWH6XXeD63NNv81bb16HT3DJNW3O+FyYZHmWSiVBSUlJ+Oyzz/Dbb78BAFq1aoU33ngDI0aMkLVwVDVKnkrXchiKq8+wW5J7eIwSvkO2FySnqlzDI4UnH8xYTupxv+COU95Drrju378/+vfv74wiVsxNezV5c2T5mX6bnX684Kb7FNkmOQlatGgRZs+ejbi4OHTr1g0AcOTIEUyePBm5ubmIj4+XvZBUOUqbSlcJCYFUnv4dsr0guVXb/bosDmZGPV6fB6UWXBnXer0eeosh06aeKIPB4HBvlMFgkLRcTloH1rEeAXG3UuUq/T62tlG6J6xo0cJKb7+yKqrbyyeWI6foLoCqjPqw/9tp+/2F1d+mdSzL0tDLDys7/bHMKx353KvCtL2qbrf0Pb7USnIStGTJEnz66adWZ3sGDhyIdu3a4aOPPuJBjQysDvYrmG7SZSzux1NdZaxKQuDqBEqtw+TYXpAS2BuWq1aujOv58+cjISHB/NjPzw9paWk4d+6c5AM7ozBCZ/F3enq6jCW1LcLiPR1hNIpKlSvCgbpF5NyErlkzAIAhK0vS+1jXwzppML0ngHLr6shnfkN/x9yrKWy8jyOMRtvr2nt/y/UtP3/Lstz43x3bn2k17VMZGRlVer1Go0FoaKhMpfFckpOg7OxsdO3atczyrl27Ijs7W5ZCqZ3VLDFuPOuKrWt43LUb39U9Ki6ZRcoFiWppbC/ssPxu3HSolSPDwUpP8+/Ma0+qg+VQu6pca6j0kx6ujOtJkyZZJVmmxCc8PFxST1BGRga0mgfn7bUaLdq0aSNbOe31sli+pyO0Wk2lyuVI3apSf+t6aMr87Ug9HXlP7dFddp5x/Bo0rdb2umPHRuLm7ZLtW/bsWL6n5edvb7nVezlxnwIe7LthYWHQ6aSk09aEECgs5DWrkpOgFi1aYPPmzZg8ebLV8s2bN6Nly5aSC7Bs2TIsXLgQ2dnZaNu2LWbPno0ePXrYXHfVqlVISkrCmTNnAAAdO3bE9OnT0blzZ/M68fHxWLdundXrHnnkEXz33XeSy0bSqfGMqb37PriDyk5haq5TFQ/Q5W4vlMTyuzElRKNf7oCb9WsBkH4QLntvpwNj2ys7zb+7Xm9jOdTO3rUDjnzOSp8625Vx7e3tDW+Lz1wIgfz8fOh0uipPulKVg8oySsVP5betMb+2Ksm1I+8va/0dZOs9y/6mVnXqI9v7RUn7VbLtHP09i7JYJ3UVL7fPWZ+pTqerchJElUiC3n33Xbzyyis4fPgwunXrBo1GgyNHjuCHH37Av/71L0nbSk5OxtSpUzF37lx069YNK1euxPDhw3H48GEEBweXWf/gwYOIjY1Ft27d4O3tjc8++wxDhw7F4cOHERQUZF6vX79+WLRokflxzZo1pVaTqol5xhY3muFNMjv3ffBov9epqhd2ytleKJlp/7npo630hB+u7u2UxIMvHpbrc7Y80TAqrqP5FgamA1t37k1SZFx7QO+s0pNrMw/7TXXX2WqpYg4nQampqejQoQOeeeYZ7NmzB4sXL8aOHTsghECbNm3w/fffIyoqStKbL168GKNHjzZPizlnzhzs3bsXK1aswIwZM8qsv3TpUqvHCxYswNdff40ff/zRamyyt7c3mjRpIqks5BrVNmOLzOQaNmPJ8qAIY8Mdfp07NsDOaC/I+ZYv+cmp1yOa93F3vdaxOlmcaLB1CwN7B7yuTI6cEdd3797Ff//7oKc6MzMTqampqF+/vs2Toc5kKzGX+nkr4sQeSeKus9VSxRxOgvr06YOoqCiMGTMGw4YNw5IlS6r0xoWFhTh16hQmTpxotbxv3744duyYQ9soKChAUVER6tevb7X84MGDCA8PR7169dCzZ0+89957aNy4sd3tVHW2GblmSake1RmgwoEZTFzZYFT+vR0ZNlOSKM37/W/Le3XY/ly0Vr0vFZXtwTZyCu+au/TlaYCtt+HILDSlu9blbi+oeti9HrEK15dZJfemfdzOdYRqP3C0PLli7xorV/YGOCOuT506hSFDhpgfT5s2DQAwcuRILF7s+t4YqZ+3p57YI2lcPdkSycPhJGjXrl1Yu3YtZs2ahenTp2PIkCEYPXo0evfuXak3zsnJgcFgKJOcNG7cGNevX3doG7NmzUJgYCBiYmLMy5544gk8++yzCA4ORmZmJmbPno1nnnkG+/fvtxpHbKmqs81UNNuL9SwpUhtGeRtSe7OkOMbezCx2Zl5xYFYb2+WRq4zlMxqFeXYgR2aykV4SYU5OLO/VYe9zibAoS0Xfk+U27K8r7fuy3Lbl5+LI7DalZ5qRu70g16vs9WUVDa20vK5I6oGjI0mDJ7E8uSL1RrvyX0dRljPiulevXrh165aMpSRyPo8afkx2OZwEde3aFV27dsVHH32ELVu2YO3atXjuuecQEhKCUaNGYeTIkWjatKnkApTuaRFCONT7smDBAmzatAnbtm2Dj8+Dxn7o0KHmvyMiIhAdHY2oqCjs3r3b6myTparONlPRLCj2Z1FxRNUu9CzN3iwpjik7A0zZv63fq3Izv8hVxvJptRrzdyN1xp6qKBIGvPX7jDRFRgO8tDo09PLDWouyVPQ9WW1D2OupkfZ9mZT+XByZ3ab0TDPOai+ILFUlaVCcariOgnFtW2WHMqudO80m6wk9O9rx8dDm5iJCGKFt2Mgtr1vzNJKP/Hx9fTFy5Ehs374dx48fR2xsLFauXImOHTvihRdecHg7DRs2hE6nK9Prc/PmzXKHrgHAwoULMW/ePCQnJyMyMrLcdQMCAhAcHIzz58/bXcfb2xt169a1+gc8mH2jon+eRQO5Eyt79IZiDDn6GYYc/Qwvn1xu57OrnrLY5pr3NvUQ+Xr7wCCM8PX2QU5R6WEW5ZfNchvyD7uwfu+qxIFc7QWRuzP1Sg1MmQ+9ocjVxXEqxnUppgTU1BNHDjH1Avt6e5uvu3KVhncLoWkaVPI9umvPzu/7ma5ZM6t9bczxJea2Z8xxDj2XQvLscJZatGiBiRMnomnTpvjwww+xd+9eh19bs2ZNdOzYEfv27cPgwYPNy/fv348BAwbYfd1nn32GuXPnYtOmTYiOjq7wfXJzc3H58mUEBAQ4XDaSh+VZ2isFt83DVlx9xodcoyrtBZG7U2uvFOO6Ys647s1yKCh/U9VNNbMGOkGlk6BDhw5hzZo12LZtG7RaLZ5//nmMHj1a0jbi4+Mxfvx4REdHo0uXLli1ahWysrIwbtw4AMD48eMRGBhoniluwYIFmD17NpYuXYqQkBDzTdlq164NPz8/3L17FwkJCRgyZAgCAgJw8eJFfPDBB2jYsCEGDRpU2aqSDCwPEBik6iNHe0GkVvaG6lgtd8GMe2qLa8vEo8hYDC9tDTSsWRtrK3hdVa57s8cVv6lW152pZIZHpV13SNYkJUFZWVlYt24dvvrqK2RmZqJr165ISEjAc889h9q1a0t+86FDhyI3Nxcff/wxsrOz0a5dO6xfvx4hISHm99NqH4zYW758OQoLC/GHP/zBajtTpkzB3/72N+h0OvznP/9BUlIS8vLy0KRJE/Tu3RsrVqxAnTp1JJePiCpP7vaCSK3sXYRtdzY/J1JzXJfu7atbalpzdyXbtTeW9/eSeX9zxm0n5ODqHl53vAWGkjicBD3//PM4cOAAGjVqhBdffBGjR49GeHjVLwCMi4tDXFyczee2b99u9fjnn38ud1u+vr7YtGlTlctEzmU+e8mLSBXLWe0FeQZ3PaChqlFNXFtOCe+mF8lLYdkT5a5JmyO3nVAaq541Ozfo5T2InMvhJMjHxwerV6/GU0895YGTAZA7MZ299LQ7xZPj2F6omxoPaOyxHLI2+uUOuFm/lkNDqNyRmuLa2TPtuRt7vUXsiXAiy541icdDlt8Xh+lVnsNJ0Lp165xZDiJSELYXRCUsh6zd9NGWzITlpmfjK6KEuC45qL8Lo1FgmwIP6k1Ji9SExV5vEXsiqofUIYuW35eaJmKRW5VmhyMiIiLyFCUH9SXpgRIP6k1Ji726OTJUlZMBVD9PGLKoREyCiIiIiNyQ3DfxdGSoqqsnA1AKU+9O6Z6dyvbWkfyYBBERERG5IXszA5L7M/XulO7Zqai3Tu7El+xjEkRERETkoUzD1xrWVPYU5Z7MPBOcA7PiMvGtPtqKVyEiIiIid2QavmaaxY3ckGkmONOU2OQWmAQREREREZGqMAkiIiIiIiJVYRJERERERESqwiSIiIiIiIhUhUkQERERERGpCpMgIiIiIiJSFSZBRERERESkKkyCiIiIiIhIVZgEERERERGRqjAJIiIiIiIiVWESREREREREqlLD1QVwR0IIq/8rXN/HB/D2BgD46mrCR+tlXi68vUueBwBvbwhfX5vr+mq9yrwOgOT1bb2/1XKtEQDgo/Wy2oa9v+2Vxd7f9spoa5vCx8e83JE6O1JPSa/VGs3fneV35EgdHPn8HXmt+e9SZbH1uUj5bKv0fZUqiyNxYBkzGo2mwvVdQWpcV/o7thNjjnw3Uvd3KfHuSB2cHe8Aym0HpbZ9UuLAMq6gNQDQlNsOSv38JW3HTrxXpSxSPy9ojRXGgpriutL7uMS2W67lFbU9UuNd7t8Xe7+pVSlXpfd3Bz4XWeLa3nIn7yNS4xrwjNiuDhrhaMuhIkajEXfu3HF1MYg8Tp06daDVumcHM+OaqHIY10TK5M6xXR2YBNlgNBrNfzuSIefn5yMyMhJpaWmoW7euM4vmcmqpK+spjWUz4q4NKuPaPrXUlfWURolxDXA/UBq11BNQV2xXBw6Hs0HqDqHRaHD37l1oNBrFdyuqpa6sp/TtuDvGtX1qqSvrKX077q4yB3DcD5RFLfUE1BXb1UG96R8REREREakSkyAiIiIiIlIV3cyZM2e6uhBKoNPp0KtXL9SoofwRhmqpK+tJavps1FJX1pMA9Xw+rKfyqKmuzsaJEYiIiIiISFU4HI6IiIiIiFSFSRAREREREakKkyAiIiIiIlIVJkFERERERKQqTIKIiIiIiEhVmAQRkV0XLlxAQUGBq4tBRDJiXBMpD+NaOiZBRFWg5Bnmk5KSMHjwYNy4cQOAsutKZEnJ+zrjmtRKyfs647pyeLPUanbo0CF8//332Lp1K0JCQlC/fn1oNBpXF0t2mZmZ0Gg08PHxcXVRnGLXrl1YtWoVli9fjoceegghISEAoJjvcuXKlZgwYQIKCwuRl5eHAQMGKKZuzqCWuAaUHduMaypNLbHNuPZcjOvKY09QNVqzZg3+9Kc/YfPmzUhOTsbTTz+NtLQ0AMrK2pOSktCrVy9s2LAB9+7dc3VxZLdmzRqMHz8eOTk5yM3NxciRI80/IEqwcuVKvPXWW1i+fDmmTZuG06dP48qVKwCUtZ/KRS1xDSg7thnXVJpaYptx7bkY11UkqFrs3LlTtGzZUnz99dfi/v37Qgghhg4dKoYOHeriksnr4MGDIjo6WvTr108EBgaKZcuWibt377q6WLL56aefREREhNi1a5d52WOPPSb2798vjEajC0smj8WLF4tGjRqJ7du3CyGEuHDhgmjWrJmYN2+ei0vmntQS10IoO7YZ11SaWmKbce25GNdVx56ganD79m1s2rQJcXFxGDx4MGrUqAEAiI2Nxe3bt11cOvno9XqcOXMGjz76KHbu3Ik33ngDU6ZMQVJSkmLOLl29ehWBgYHo1KmTeZlGo8G///1vPPXUU1iyZAl+++03F5aw8goLC5GSkoIvv/wSgwYNQnFxMUJDQ/HKK69g27ZtuHjxoquL6FbUEteA8mObcU2W1BLbjGvGtdrVcHUB1KB+/foICQlBq1atoNFooNPpAAAhISG4evUq8vLyULt2bXND66m8vb3Rs2dPdOrUCV5eXnj33XdhNBoxZcoUAMCLL74IPz8/AIDBYDB/Dp7k9u3bSEtLw5kzZ3D//n1MnToVubm5aNWqFWrWrIkvvvgCeXl5eOuttzyuu71mzZpYsWIFvLy8IIQw74+9evXC8uXLkZGRgZCQEBiNRmi1PH+ilrgGlB/bjGvGtSW1xDbjmnGtei7uiVK1w4cPi8jISKuu5/3794s7d+64sFTy+7//+z/RsGFDsWzZMlFQUCBu3bolPv30U3Hp0iVXF61SXnrpJdGiRQsxaNAg0bp1a3Hx4kXzcx988IFo3bq1yMnJcWEJpTMYDOU+P2bMGNGvXz+Rn59fTSXyXGqJayGUFduMa6qIWmKbce3eGNfy8ezTGG7syJEjSE9Ph4+PD5o3b45u3boBKDmbotVqzWcdfHx8ULt2bQDA4MGD4eXlheTkZJeVW6qUlBSkpqZCo9EgKioK3bt3Nz9nOgMxdepUAMC7776Lu3fvYuvWrdBoNJgwYYKriu2wy5cvw2AwQKPRIDg4GACwdu1aXLx4ET/99BM2bNiAZs2aoaCgALVq1UKHDh0QGhrq4lI7bs+ePUhJScGvv/6KF154AU8//TS8vb3NzwshoNFoMHjwYHz88cdIS0vDo48+qtqzS2qJa0DZsc24ZlyXppbYZlwzrsmCi5MwRUpMTBQhISHiqaeeEu3btxcdOnQQM2fOLLPeoUOHRFRUlLh9+7aIjY0VXbp0EYWFhUII4REX7a1evVqEh4eL5557TkRHR4vY2FiRkZFhtU5xcbH57/fee0/4+/uLPn36mOtZ0RkNV1q/fr2IiYkRDz/8sAgJCRFr1661en7lypUiOjra/Li4uFjExsaKsWPHesT3l5iYKMLCwsQrr7wihg0bJvz9/UViYqIQouz+V1xcLHr06CFeeuklVxTVLaglroVQdmwzrh9gXJdQS2wzrhnXZI1JkMzOnj0r2rRpI9atWyeEKJmtY9myZSIwMFC88cYbVuseO3ZMREZGiv79+4vo6GhzI1NUVFTt5ZZq48aNIjQ0VGzevFkIUfLjEBYWJn755Rer9QwGgzAajeLmzZti0KBBol+/fub6uXM9169fL5o2bSrWrl0r9u7dKz799FPh7+8vTpw4YV7nypUronPnzqJz585iwoQJYsCAAaJ3794e8aO4b98+0bZtW5GcnGxe9sknn4gOHTqI27dvW61r+lH8/PPPxfDhw926Xs6ilrgWQtmxzbh+gHFdQi2xzbhmXFNZTIJkduzYMdGpUydx7do187Li4mLxzTffiKZNm4q//e1v5uU//vij8Pf3FwMGDPCoxvTKlSsiNjZWLFq0yGr5oEGDxMyZM0VCQoLYsGGDeXlxcbFYuXKl6NSpk0fU88yZMyImJsZ8lkUIIQoKCsQTTzwhli5dal5mNBpFamqqiIuLE+PGjRPvv/++2/9YCFFSlylTpojJkycLvV5vbiRTUlJEdHS0yMvLs/m6q1evms8Cqq1hVUNcC6Hs2GZcM65tUUNsM64Z12QbkyCZnTlzRjRp0kTs3LnTarnRaBRJSUkiNDTUKpufNWuW2zcypeXl5Ynvv/9eZGZmmpeNGjVKtGrVSsTFxYkxY8aI5s2biyVLlpifv3Xrljkg3b2ep06dEjExMSI1NdVq+YsvviimTJkihLAeMiCEdSNT+jl3tHXrVrF69WqrZVlZWaJt27biwoUL5Q55UGODqoa4FkLZsc24ZlzboobYZlwzrsk2JkEyMhqN4vbt22LUqFFi3Lhx4syZM1bP3759W7zwwgti+vTpZXZMd25kbDHdPE4IIZKSkkR0dLRIT08XQpScuXjttdfEsGHDytx0zVMCMi0tzfy3Xq8XQgjx6quvihkzZlitp6RZgbKyskRYWJj5exRCiHXr/n979xoUVf3GAfy7uzAIw2XA5bJLhKJyZ2O0BiMxqrHMomQwLiVMTS8sMvEyvehF95m0dDLDaBq6YuAlSbBwMCk15bLatCC+8BIqKgULhOBIAcs+/xf8d2dZF9AC9uz5PZ9XsohzvvJ8D/PjnP2dndTW1ubEo3I+kXpNJO9uc69HcK9HiNRt7jX3mt2Mt4uYRAqFAn5+fsjKykJTUxO+/vprtLS0WD/v5+eH4OBgtLa23rQnvas9b8B2R5KsrCwcPnwYkZGRAABPT094e3vDw8PDuouOhavsxR8XFwdgZLccy/dGoVCgv78fwMguLNnZ2di/f7/TjnGyERE8PT2hVqsBAE888QQ++ugjhISEOPnInEukXgPy7jb3mnttS6Ruc6+51+xmvAiaREQEAEhLS8OaNWtQVVWFwsJCNDQ0ABh5cNelS5dcakvGiZjNZgCAr6+v9bXr16+jpaUFsbGxzjqFm6q6AAANxUlEQVSsSaNUKq1bSxIRTCYTACAzMxPNzc146qmnnHl4Ezp9+rT1mCdiNpuhUqlw/fp1ZGZmwmg04ujRo1AqldbZFpGIvQbk3W3uNfcaELPb3Gvp4l5PPwXx/9a/Mta+6/T/fdoBYM+ePSgpKcHvv/8OjUaD4eFhDA8P4+jRoy7zW6Tb2V/eZDKhs7MTa9euhdFoxKFDh1wm53gsT8pes2YNvL290dHRgaamJtTX18Pd3R0mk0mSOd9//31s2rQJ+/btw6JFiyZ82nd7ezseeughuLu7Q6lUQq/XSzrfVBCl1wB3m3stzXxTRZRuc6+511LMJ1nTe/ed/NTV1dHQ0NCoN6bZ/vncuXN04MABevfdd+nLL790id1IHHGU09bQ0BDt3LmTsrOzacmSJdY3jkr5TYf29zqPde+zJXN+fj75+/tTamqqy7wxNiMjg2JjY+nw4cMTfi9aWlrI39/fJbZEnWqi9JpIft3mXo/GvR5NlG5zr7nXbGK8CPqXzGYzNTU1kb+/PxkMBoefH4tUTzKOTJTTVmNjI33zzTfWfFIupO0PBssbKSdSXFxMixcvdokTjuWkT0S0fPlyiomJuaUTa2Vlpcv8wJgKovSaSJ7d5l47JnqvicTpNvd6BPea3Qq+He4/ysvLQ0BAADZt2oQZM2Y4+3CmzO3mtFySliKyuf2hsLAQTU1N6O/vx6uvvorIyMhRbyAd62ulfMnZ0e0Qy5cvx7lz51BUVISUlJSbvjf2XyPlfNNBlF4D8uk295p7fStE6Tb3mnvNJsYbI9wiy5sJLYaHhwEASUlJ0Ov1GBgYcPj3XM1k5ZTiyRQYOW7LCXXr1q3YsmUL1Go1rl69ioyMDFRWVuLGjRtjfr1CoQARSfqEYzk5Hjx4ECdOnAAAVFRUIDIyEvn5+Th27Jj1+2r/NRZSzjeZROk1IO9uc6+51/ZE6Tb3mnst5XyS56QrUC7LYDBQT0/PqNfmz59vfSiXXMg9Z2trKxUUFFBtba31tfz8fIqOjqadO3fe9KwEV3Pu3DmKjIykF198kX777Tfr608++STFxMTQkSNHXOoWj6km93m3Jees3GvutT05z7stOefkXnOvp4rqzTfffNPZCzFXUV1djYKCApSVlSE4OBgAoFaroVQqcfLkSSxatAg+Pj5OPsr/Tu45d+/ejbS0NPT39yM9PR0ajQYA8Nhjj+HMmTP46quvoNVqER4ePu6ldikhm1sGAGDmzJkICwtDeXk5Ojo6oNFooNFokJ2djZqaGuzYsQPz5s1DRESESzwHYirJfd5tyTkr95p7bU/O825Lzjm519zrqcSLoHHYD+rcuXMRHx8PhUKBTz/9FEePHoXRaER8fDy2b9+OhIQExMTEOPGI/x2557S9pA4A8fHxOHXqFPR6PRYuXIioqCjrrQDLli3D2bNnsXHjRiQnJyMiIsJZh31bLPn6+vqsPwiio6MRGBiI3bt3w2g0IjQ0FCEhIcjOzsauXbtw8eJFrFixwpmH7RRyn3dbcs7KveZe25PzvNuSc07uNfd6WjntGpTE2e5GMjg4SNeuXRv1eYPBQGVlZRQTE0PPPvss+fv70wMPPEDt7e3Tfaj/iSg5iYiqq6tJr9dbP87IyKCoqCiHu7Bs2bLFJS4/6/V6On/+PBERFRUV0SuvvEKtra2j/s6+ffto7ty5tGrVKmpsbLS+PtbWqXIm0ryLkpV7zb0mEmfeRcnJveZeTwe+EuSA7c4b27dvx9atW1FcXIw//vgD8fHx8PT0REhICBISEvDMM89AoVDA09MTdXV1ePjhhxEWFnbTbzOkSJScAHD+/Hnk5uair68PWq0WGo0GmZmZqKmpQUlJCXQ6HcLCwqz/H8nJyVAqlRgeHr7lB89Nt8uXL6OgoAB6vR4pKSloa2tDUVERAGD27Nnw8/MDMPIbpr///hu7du1CR0cHoqOjoVaroVAoJJ1vsok076Jk5V5zrwFx5l2UnNxr7vV04UWQA5YTxNtvv40vvvgCjz/+OJYsWYI33ngDPT09mDdvHgICAgAAM2bMQHx8PNLS0nDq1CnU1NQgJydH8icZQN45aZLuuZXyCcfPzw9EZH0a9rp16zB37lx8+OGHGBoaQkREhPXE2tzcjN7eXqjVauTm5lozSjnfZJPzvNuTa1buNffaEbnOuz255uRec6+dxpmXoaTI8sC0qqoqWrBgATU0NBARUX19PQUGBlJgYCA9/fTTdOHCBevXWB5WtXfvXlq2bJlL7FQiSs7e3t5RH1dWVlJSUhKtXr161KXmlJQUysnJme7D+9dsH+xXWlpKjzzyCD333HPU19dHe/fupejoaHr99dfp119/pcHBQcrNzaWKigrr14l2aV2UeScSIyv3mnttIcK8E4mRk3vNvZ5uvAj6v+bmZuru7iaikSfvVldXU3FxMRER/fjjjxQeHk579uwhg8FAwcHBtGbNGjp79uyof2PDhg0UFxd3U5GlRO45RbrndrwTa0VFBSUnJ1N0dDQtWLCAFi5caH2i9HhPRpcbuc+7LTln5V5zr+3Jed5tyTkn95p77Wx8OxyAqqoqZGZmore3F/Pnz4e3tzdmzpyJ8PBwEBHWrVuHlStX4vnnn4ebmxsqKirwyy+/wMvLC6mpqQBGdvmora3Fa6+9hlmzZjk1z1jknlO0e24tD4JTKBRISEiAUqnE8ePHUVtbi1WrVmHp0qWIiYmBTqfDtm3b4Obm5lL5/iu5z7stOWflXnOv7cl53m3JOSf3mnstBcIvggYGBlBUVASDwYCAgACcOXMGOp0OarUavr6+MBqNKC0tRU5ODiIiIvDPP/+gq6sLmzdvRkZGhnVAPTw8kJqaitDQUCcnckyEnCLec2t/YlUoFKirq0NdXR0efPBBJCcnIzExESqVCsPDw5J8KvhUEGHeLeSelXvNvbYl93m3kHtO7jX3WgqEXwS5ubkhKCgIP/zwA+644w60t7ejpaUFiYmJ8PLyQl9fH7Zt2wZ3d3eYTCa88847uHjxIjZs2ACVSgWTyWQtopQLKfeclhNLYmIiiAjHjx/H8ePH8dJLL2HWrFkoLCzE4OAgfH19ERgYiI8//hgrV67E+vXroVQqXWLHnLHYnlh1Oh0UCgUaGhrQ1NSE+fPnw9fXF4A0v29TRe7zbkvOWbnX3Gt7cp53W3LOyb3mXkuF0Isgs9kMs9mM0NBQdHZ2Ys6cObjzzjvx008/4erVq0hISIBWq0V0dDTee+89NDY2QqVS4fvvv4dKpQIRucRKXYSc411qXr16NebMmYMdO3agtLQUJSUluHbtGjZu3GjN5+onHPsTKxHhyJEj8PPzs37sqj80bpcI824h96zca+61LbnPu4Xcc3KvuddSoSAicvZBTLezZ8/Cx8cHWq3W+lpRURG+/fZbHDx4EJ999hnKy8uRlJSEtWvXIigoCO3t7TCZTNBqtVAqlTCZTHBzc3NiiomJktOW7cmjrKwMJSUl0Gq1+OCDD9Dd3Q2DwYC+vj7k5eVZ77mV8g+L22WbPysrC25ubigtLXXyUU0PkeZdpKwA91rkXgPizLsoOS2412L3WgqEuxK0f/9+pKeno7KyEoGBgRgYGIBGo8E999yD7777Dl1dXXj55ZdhNBpx7NgxtLW1ITY2FiEhIfD19YVCoYDZbJZ8EUXJaU/0e25t8584cQJDQ0N49NFHZZfTnkjzLlJWC+61mL0GxJl3UXLa4l6L22upEGoRNDg4iM8//xx//vkn3N3d0dLSgpMnT6KmpgZ33XUXbty4gStXrmDp0qW47777YDQaUV5eDh8fH9x9993Wf0fqlylFyTkW0e+5VSgU6O7uxieffIK33noLISEhzj6kKSXSvIuU1R73WqxeA+LMuyg5HeFei9drKRFqEaRSqZCYmIi//voLHh4eCA8PR35+PioqKlBfXw+9Xo9Dhw4hJiYGUVFRSE5Ohq+vL/Ly8lyqgKLkHI/o99x6eXlhxYoV0Gg0zj6UKSfSvIuU1RHutTi9BsSZd1FyjoV7LVavpUSoRRAAeHt7Iy4uDqdPn0ZTUxOCgoKwefNmaLVaEBGuXLmCF154AYGBgQBgfdOeq+3XLkrO8difWKuqqnDhwgVkZGTI+oRq4Sr3hU8GkeZdpKyOcK/F6TUgzryLknMs3Guxei0Vwi2CAMDHxwc6nQ6XLl3CgQMH0N/fj/T0dNx///3IyclBWFjYTVswuuJJRpSc4+F7bsUh0ryLlNUR7rVYRJl3UXKOhXvNppuQiyBg5LcuOp0Ora2t+Pnnn9HV1YV7770Xnp6esnoDnig5x8P33IpDpHkXKasj3GuxiDLvouQcC/eaTSdhF0HA6JNNbW0tLl++jMWLF8vqNyuAODnHw/fcikOkeRcpqyPca7GIMu+i5BwL95pNFzEaNY7g4GCsX78es2fPRmdnJ+T62CRRco5nxowZzj4ENk1EmneRsjrCvRaLKPMuSs6xcK/ZdBDyYamO9PT0wM/PD0qlUtY7kYiSkzFArHkXKStjosy7KDkZcwZeBNkxm81CXHIWJSdjgFjzLlJWxkSZd1FyMjadeBHEGGOMMcYYEwr/WoExxhhjjDEmFF4EMcYYY4wxxoTCiyDGGGOMMcaYUHgRxBhjjDHGGBMKL4IYY4wxxhhjQuFFEGOMMcYYY0wovAhijDHGGGOMCYUXQYwxxhhjjDGh8CKIMcYYY4wxJpT/AerXnxyLB6O8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Mpf_Figure size 900x600 with 6 Axes>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "---\n",
    "#### EXAMPLE 4\n",
    "\n",
    "OHLC Bars, and Candle, on same plot:\n",
    "- First using addplot\n",
    "- Second using External Axes, **which allows us to use a different style for the OHLC bars versus Candles**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap = mpf.make_addplot(spy,type='ohlc')\n",
    "mpf.plot(aapl,type='candle',style='yahoo',addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z5kGWZdx9991oaGhA//79sWHDBvTs2ROAa9HfyZMn3Y/3wgsv4KmnnsINN9wAvV6PgoIC3HHHHaF7sUREREQU0QRZWSVH7aqqqlN7CERERAGldMpoq4a5o+MUu9LT9WoPQRWq1zgTEREREUUCBmciIiIiIh+ERTs6IiIiCh2lBKOyshLZ2dkqj4YocnDGmYiIiIiCZt++fRg9erS721lLH3zwASZNmoQhQ4agsLAQe/fudR+TJAkvvvgibrjhBgwZMgS33XYb9u/fH8qht8LgTEREFGPKyj5GWdnHnG2moHvllVdQUlKCPn36tDr29ddf44knnsD8+fPx6aefYvr06ZgzZw5++OEHAMCbb76JrVu3Yu3atfjss89w/fXX48EHH4TVag31y3BjcCYiIiKioIiPj0dpaanX4FxaWopx48Zh3LhxiI+Pxy233IIBAwZgx44d7nOKi4vRr18/xMXF4d5770VtbS3+/e9/h/IleGCNMxEREXnFNnTUVXfffXebxw4dOoRx48Z53DZw4ECYTCYAwL333utxTJmJzsjICOwgO4EzzkREREQUcrW1tTAajR63GY1G1NTUtDrXbrdjwYIFmDx5Mnr16hWqIbbC4ExEREREYUMQBI+frVYrZs6cCY1Gg6efflqlUbkwOBNRxLPZbCgr+xA2m03toRARkY9SU1NbzS7X1tYiNTXV/XN1dTXuvPNO6PV6vPbaa0hKSgr1MD0wOBNRxLPbm1BevhN2e5PaQyEiIh/l5uaioqLC4zaTyYTBgwcDAJqamnD//fdj0KBBeOGFF5CQkKDGMD0wOBMRERFRyE2ZMgV///vfsWfPHjQ1NaG0tBTfffcdJk+eDAB4/fXXodVqsXjxYohieERWdtUgIiKKQsrugOyMQWrKy8sDADidTgBAeXk5ANfMcv/+/bFixQqsWrUKJ06cQN++fbF27Vqkp6cDALZu3YoffvjBPQOtKCoqwuzZs0P4Ki5gcCYiIiKioFBay7UlPz8f+fn5Xo8pITuchMe8NxERERFRmGNwJiIiIiLyAYMzEREREZEPGJyJiIiIiHzA4ExERERE5AMGZyIiIiIiHzA4ExERERH5gMGZiIiIiMgHDM5ERERERD5gcCYiIiIi8gGDMxERERGRDxiciYiIiIh8oFV7AERERBQclZWVyM8fBwAoK/u41XFvtxFR2zjjTERERETkA844ExERRans7GzOKhMFEGeciYiIiIh8wBlnIiKiKKLUNFdWViI7O1vl0RBFF844ExERERH5gDPOREREUUSpaVZmnokocDjjTERERFHLZrOhrOxD2Gw2tYdCUYDBmYiIiKKW3d6E8vKdsNub1B4KRQEGZyIiIiIiH7DGmYiIKAK1tyNge7cTkf8440xERERE5AMGZyIiIiIiHzA4ExERERH5gMGZKMaxVRMREZFvGJyJYhxbNREREflG1eB88uRJPPjggxg5ciRGjRqF4uJiWCwW9/Ft27ZhyJAhWLFiRav7vv3225gwYQKGDBmCSZMmoby8vM3nufPOOzFo0CDk5eW5vx544IGgvCYiIqJQqaysRH7+OO4SSBQiqrajmz17NnJycrB79240NDSgqKgIy5Ytw7PPPotnnnkGX331FbKyslrdr7y8HCtXrsTatWsxePBg7NixA7/97W/xl7/8Bb179251vsViwXPPPYdJkyaF4mURERERURRSbcbZYrEgJycH8+bNQ3JyMtLT01FQUID9+/cDADIzM7F582akpaW1um9DQwMeffRRDBs2DFqtFr/85S+RnJyMgwcPtvlcRqMxqK+HiIgo1LKzs1FW9jF7NhOFiGozzgaDAUuXLvW47dSpU8jIyAAAzJo1q837Tp482eNni8WC+vp69OzZ0+v5ZrMZ7777Lp566ik0Njbimmuuwe9+9zt07969i6+CiKJFR5tJEBERhc3iQJPJhE2bNqGoqKhT95NlGQsWLMDgwYMxYsQIr8evuOIK9O/fH9u3b8fWrVtx9uxZPPzww4EaOhERERHFgLDYcvvAgQMoKirCvHnzMHr0aJ/v53A48Pjjj+PIkSN48803vZ4jCAK2bt3q/lmv12PRokW4+eabcfz4cVx22WVdHj9RNLPZbNi7dzfGjr0BCQkJag+HiIhINarPOH/00UeYNWsWnnzySdx9990+389ms+H+++/HqVOnsGnTJvTo0cPn+/bq1QsA8OOPP3Z6vETRwuxswBm7GVWOOgBAlaMOZmdDq/NiqV2d0qGAiCIHe9FTKKkanL/44gsUFxdj9erVKCgo8Pl+sixj7ty50Gq1WL9+PVJTU9s899SpU1i8eDHsdrv7tqNHjwKA1w4cRLHA7GzAgM+eRN7+hRhTsRwHs4ExFcsx4LMnvYbn9kTCP1ps10UUvWLpwz2pT7Xg7HQ6sWDBAsyfPx/XXXddp+67Y8cOHDlyBKtXr0Z8fHyr43/9619xxx13AABSU1NRVlaG5cuXo6GhAWfOnMFzzz2HG2+8sc3FhETRziY50AwJadpkdEtMwYm8FBgSk9EMCTbJASA2Z6SVDgVERETeqFbjfPDgQRw9ehQlJSUoKSnxOLZz505MnDgRgKuO+cCBA9iwYQOysrKwa9cubN26FSdPnmy1GPDWW29FSUkJ6urqcOzYMQBAYmIiXn31VSxduhRjx45FYmIixo4diyeeeCI0L5QojIkQoBHOf36WJfftyox0MyRoHUDu+RlpOU7ENyOWwKhNUmnERERE6lEtOA8fPhyVlZVtHjeZTG0e27BhQ7uPXVhYiMLCQvfP2dnZWL9+fafHSBSrWs5Ii1oBJ/IAA2RUO+thkxyIxa7obFdHRERh0VWDiMJTWzPSREREsUj1rhpERJFC6brBhYZERLGJwZmIiIiIyAcMzkREPlK6brDOmShwIqGlJXXNvn37MHr0aMydO7fVsQ8++ACTJk3CkCFDUFhYiL1797qPSZKElStX4sYbb8TVV1+NGTNmuJs/qIXBmYiIiFQTTS0tqbVXXnkFJSUl6NOnT6tjX3/9NZ544gnMnz8fn376KaZPn445c+bghx9+AAC89dZb+POf/4x169Zhz549uOKKK/DQQw9BluVQvww3BmciIiIiCor4+HiUlpZ6Dc6lpaUYN24cxo0bh/j4eNxyyy0YMGAAduzYAQDYsmUL7r33Xvz0pz9FcnIyfvvb3+Lbb7/Fl19+GeqX4cbgTEQxTVns1157TCIKT4K1DkJNjev7mhoI1jqVR0QXu/vuu6HX670eO3ToEHJycjxuGzhwIEwmE2w2G44cOeJxPDk5GZdddlm7LYuDjcGZiMgHoigiM7Mn6zCJQqytGmjBWoe0225F5v3TMfn0GWTePx1pt93K8BxBamtrYTR67gxgNBpRU1MDs9kMWZbbPK4WBmciinhTpxZ2fFIblMV+2dnZ7Z7nCs6ZrMMkCjHWQMceQRDaPCbLcrvHg40boBBRTFB6MAPc/Y8oUpidDTjrcM0gVznqIDvjYNQmAQDkFD2qS7fDcu4c3l+zCoMXL4Ohe3fIKd7LAij8pKamtpo9rq2tRWpqKrp16wZRFFsdN5vNSEtLC+UwPTA4E5Hf2vtHLZyIoohBgwZBkiRIkvcdEBmmiULL7GyATXLA2sZ7iNnZgAGfPQnBISE3GxhTsRxynIhvRizxCM/y+d9pOTW1VWhuVQPtcALxOobrMJGbm4uKigqP20wmE26++WbEx8ejX79+OHToEEaMGAEAsFgsOH78OK688ko1hguAwZmI/OTLP2rhQhRF5OYOwoIFi2EwGDu+AxEFlfL+0QwJWge8vofYJAeaISEtMRkn8gQYIKPaWQ+b5IAvv8VKDXQSgMkZ6ci8fzoSJQmyKKK6dDvDcxiYMmUKbrvtNuzZswfXXHMNduzYge+++w6TJ08GAEybNg3r1q3D2LFj0bNnT6xYsQIDBw5EXl6eamNmcCYiv3T1H7VQUEozjh07htzcQSqPhogU7vcPbTJErYATeWjzPUSEAI0gArL3q0VtarJDkCToDEZMstkBgxHNkgSNxQw02YGUgL4kaoMScp1OJwCgvLwcgGtmuX///lixYgVWrVqFEydOoG/fvli7di3S09MBAFOnTsXZs2cxc+ZM1NfXY8iQIXjxxRfVeSHnMTgTUZf4/Y9ahGD4Jgoe9/sHELz3EFF0fZEqOmodl5+fj/z8fK/HBEHAnDlzMGfOnGAMzS/8m0QUxTraylaCjGZZQrMsQYJ6OzEFi9Ix4/PP1WuWT0TBpdPFY/z4idDp4tUeCsUABmeiKNZWG6cEMQ4aiKh21qO20YpeJissjfXQQESCGKfSaMNTWdnH2PLhX9DnSle7uipHHczOBpVHRUSKhIQE5Of/AgkJCWoPhWIASzWIotTFHS8a7a7AbNQmwahNwjcjlrhWtNfVYe2fl+OlgmL0MKa5FuXYzSqP3j9TpxbC6XQGtEOGexHkQ9nAkfBeBElERMHF4EwUhbx1vHDGARpcCHxGbRKMABLPTzCnx+lh8CMISpCBKC31AC4sYtLYHTD1BoyJ3cJuESQREYUGgzNRFLq440U3uAJuIAOfUu5haaxH7hGgoi+giVO31OOdd94LXrs5GRBk12ImIgqdaP9wTpGFNc5EUUxZsa4RxIAHPqXcY19uMa6qBPblFnstX+hogWK4iJRxEsWKlh/OuQ6DwgWDMxH5zahNQnqcaxOB9Di915rfthYohptIGSdRrPD1wzlRKLFUg4japFwidX8fw1K7pUIjiGiO0n7VROHIqE2CEOcA4P86DEiS9++J/MAZZyJqhe3qiCjixesgiyLs1jrsSNDBbjFDYzFDFkUgXqf26ChCccaZiFrpqF0dEalH2c2ysrIS2dnZKo8mfMkpelSXbofl3Dm8v2YVBi9eBkOK3hWoU/RqD48iFGecicgrozYJPXXGDmuYyYWLC4mCoys7A8opesipqa7vU1Mhd+/O0ExdwuBMRBQAXFxIoaJsJR8rs83cGZDCCYMzEakuP38c+vTJdF+CDiTBWgehpsb1fU0NhHPnIFjrAv48RNRauF+JEax1EM6dQ9OpU/jr9q1oOnWK7w/ULtY4E1G7unKZVG2CtQ5pt92KJACTM9KRef90JEoSZFFEdel2XrIlCjLlSsyoUdeG3Yyx8v4gSBIaRRGJGelIe2kNEgC+P1CbOONMRO0K1WXS7OxslJV9HNgHbbJDkCToUvSYZLNDZzCi2WCEIElAkz2gTzV1amFAHy9atby60NYVhvaOEQXM+feHZoMROoPR9R6Rog/K+wNFD844E1H0E0XXF1EUCfgHzVjF9wfqBAZnIopYyqzksWPHkJs7SOXRtM9ms2Hv3t0YO/aGsLtkHWpBubpA1IZILjej8MOPWETUJaEoUYiGS/fsukGkDnbloEDijDMRBU2rjhYOZ0A3H1BmLX/xixvbP7GdLXcFa52r1vH8SnqhpgaCKHJhEKlO+bDI2Xmi8MHgTER+6ahMIiw6WrTYcndXRjom/FjlHgPidR6r6pNE0T1OrqonIiJvGJyJKDiUjhbnV6vDYESzJEFjMbtWrKcEfwgdbbkrnDvnWlWfoodOFDGpwQYkJbtnoUMxRqJIxtp9ijWscSYivyi7l/30pz9t/0RlxXoQV66/8857bR6TU/SI65mJ8eMnIq5npueWu+dnpDXWOtitddiRlAB7Q717RtoXSv310aNHA/FSiCJKe7X73HyIohFnnIkoqGprqyEBSEvrodoYlMVBF1NmpNFkh8Vad2FWumW4JvKC9cft66hUC759LiUKOwzORBTT5BQ9kALIca63Qzk1tVOhuazsY5idDbh92i8BAFWOOsjOOBi1SUEZL1FE6KhUS8f4QZGJpRpE1CWSJOH06dMx2yPV7GzAgM+eRMVD2TiYDYypWI4Bnz0Js7PB4zzuLEjRxuxsQJXDVXpR5ahr9Xc+mthsNpSVfQibzab2UEhlDM5E1CWu4Hym3YVBTqcT1dVnUVtb7ffzVFZWhmU/Z5vkQDMkyHYHTL0dMCQmoxkSbJJD7aERBY3ygXFMxXLvHxhbdLTZkaCD3WKGxmLu1PqBcMI+7KTgtRIi6lDLsBrKmk7leSsrK0P2nH6TAUEGRAhqj4Qo6JQPjM1uYxkAACAASURBVGmJyTiRJ8AAGdXOetgkB4zouKMN7Ga1XwKRXxiciaKYBBmQpQvf+yE/fxwqKyuRnZ3t9zi0Wq1rcaAkAbU1fj1GJG/TLFjrkKZ8H4SNYIjUIkKARhDd7zMtySl6yOc3HJJTUyEbjK3OCcR7FFEoqV6qcfLkSTz44IMYOXIkRo0aheLiYlgsFvfxbdu2YciQIVixYkWr+65fvx4TJkzAsGHDMG3aNHz11VdtPs/333+PmTNnYuTIkbj++uuxbNkyNDc3B+U1EaktQYyDBiIsjfXoZbKittGKamc9NBCRIMZ1+vGU0Brq4Ko8Z3uhPVB1ljpdPMaPnxjwWm2lu8CfJBmTT59B5v3T0X3ar1wbr7A1F8Uo5T2q2lmP2kYrepmssDT6/x7VJZLk+UXUDtVnnGfPno2cnBzs3r0bDQ0NKCoqwrJly/Dss8/imWeewVdffYWsrKxW9ysvL8eaNWvw6quvIjs7Gxs3bkRRURHKysqQnJzc6vyHH34Yubm5WLVqFaqrqzFr1iz06NEDM2bMCMXLJAopozYJ34xYgrPmaqz983K8VFCMFL0eCWLrbg/BCoyhoNRZCg4JuefrLOU4Ed+MWNLprhZttazrsvPdBRohY8zp09B1Swv5RjBE4UZ5j7JJDljr6tzvUz2MaaHrSKP0cbeY0SiK7t1FEyK0DptCQ9UZZ4vFgpycHMybNw/JyclIT09HQUEB9u/fDwDIzMzE5s2bkZaW1uq+W7ZsQWFhIQYPHoyEhATMmDEDoihiz549rc41mUyorKzE/Pnzodfr0adPH/zmN7/Bli1bgv0SiVRj1CYhPc5VCpAep0dPndHrP0hKYIzEXb+UOktDYjJO5KWovjDP6XSipo1SFBmABAR1IxiiSGLUJqGnzohLk3tg/PiJuDS5R0jbOCp12Ofe3orTa1/H+5k9cXrt66gu3c4yKmqTqu/eBoMBS5cuRY8eFzZGOHXqFDIyMgAAs2bNgk7n/VPfoUOHkJOT4/5ZEAQMGDAAJpPJ67mXXnopjMYL9VU5OTn49ttvYbVaA/VyiEglSp2lqgvzhBZfROQzNT+8yyl6126iqamunzvZx51iT1hNe5hMJmzatAlFRUUdnltbW+sRhAHAaDSipqb1bE9tbS0MBkOrcwF4PZ+I6GISZDTLUqsFTEqtpqCLw1U/JELQxalTp0lEREEXNsH5wIEDmDFjBubNm4fRo0f79RiyLEMQfJvukWXXP36+nk9E/hFw/o0mQhfeXLzQ8uIFTEqt5sAXDiP9Hz/in0MX+FVjDXCThUgTrr3Fw0kkr6Eg8kb1xYEA8NFHH2H+/PlYuHAhCgoKfLpPampqq9lis9mMfv36tTo3LS3N67mCICD1/OUZIvKfEiCAFn2ezy+8SQTci24SJSniNkBQgrGl0Yr9DZ9g+NBrYUhM8QjGRm0SNHV2VNX9gN76DL+fS9lkYdSoayOy5pwCo2X/8q60gQwHQVt0S6QS1Wecv/jiCxQXF2P16tU+h2YAyM3NxaFDh9w/Nzc34+uvv8bgwYO9nnvq1ClUV1/YtcxkMqFv375eO3AQUdcpC29+KQruRTfn3t7qsfBGma0L9w1OjNok9NZn4Jc3/RK99RkhXcDUUqTPSEfC/+vOUKtNIxGpR9Xg7HQ6sWDBAsyfPx/XXXddp+47bdo0bNu2DQcPHkRjYyNeeukl6HQ6/OxnPwMAbNy4EXPnzgXgWgh45ZVXYuXKlbBarTh69CjeeOMNTJs2LdAviSgmtRUg5BQ9lI+rcmqqaxEOF974jdv+Rpe2yjx86V9OROpQtVTj4MGDOHr0KEpKSlBSUuJxbOfOnZg4cSIAwOFw4MCBA9iwYQOysrKwa9cujB07Fo8++igef/xxVFVVYdCgQVi3bp378mZNTQ1OnjzpfrwXXngBTz31FG644Qbo9XoUFBTgjjvuCN2LJVLB1KmFyM0dpOoYJEnC6dOnvdY4KkGbNaKxoazsY/6/JqKIpmpwHj58eLuX7by1lmvpjjvuaDP8zpkzB3PmzHH/nJmZiZdfftm/gRJFsVa1yQHmCs5nWLNL5IWyPoDlHuriIkbyVVgsDiQiao8oisjISIfNZmMAJ6KAa28Ro2Ctg3C+wYBQUwNBFFlyFsMYnIko7ImiiMzMTNjtTQzOQRbsKxDkSVkfQOFJsNYh7bZbkQRgckY6Mu+fjgSAuwvGMAZnIvIqmlpiEUUqr60eKXSa7BAkCTqDEZNsdiBFD8FiBprsQIragyM1qN6OjoiIKNzk549Dnz6ZrTpfREoLRQowUbzwRZ1mMplw1113YdiwYRgzZgxee+0197FNmzZhwoQJuOqqqzBhwgS89dZbKo60Y5xxJopi7XW06GhGmbNb5A/OjgYWSzko0pnNZsycORNTpkzBq6++iuPHj+OBBx5AVlYWkpKS8Pzzz+O1117DVVddhYMHD2LGjBno3bu3u71wuGFwJopgNpsNe/fuxtixN3it/WVHi9BhuIk+3kIrWygSdc6//vUv1NfX45FHHoFGo0G/fv0wffp0lJaWYujQoejXrx+GDRsGABg2bBj69++Pr7/+OmyDM685EEWwrmyI0XKThZZ1lJFIgoxmWYIEWe2htDJtWiEA14ZPRESxSBAEj5+NRiMOHz6MMWPG4MiRI/j0009ht9vxxRdf4OjRo53eFC+UGJyJopwSiiM5GLclQYyDBiIsjfXoZbLC0lgPDUQkiHFqDy0opk4tVHsIRESdMmTIECQmJmL16tVobGzE8ePHsXnzZpjNZlx55ZV4/PHHMWPGDOTl5eHOO+/EI488giuvvFLtYbeJwZmIwraO0uxswBm7Gc5kV1VZlaMOZmeD+7hRm4RvRizBvtxiXFUJ7MstxjcjlsCoTVJryK28/fZ7AACtlpVx0cTbFvMUu2w2G8rKPoTNZlN7KGHHaDRizZo1+Mc//oFrr70W/+///T/ceuut0Gq1+Mc//oFVq1bh1VdfxVdffYU333wTa9euRXl5udrDbhPfyYkilNnZgLOOOgCuQCk747wGxnANxS15G5/Z2YABnz2JZkjQPpQNHAHGVCyHHCd6hGOjNglCnAMAkB6nhyGMQjO1Fu5/F4n8oZTNjRp1LdeUeDF8+HBs2bLF/fOuXbuQmZmJd955B/n5+bjmmmvc5918880oLS3F+PHj1RpuuzjjTBSBlFA5pmI5Dma7AuWAz570mI2NdDbJgWZISNMmQ25ywNTbAUNiMpohwSY51B4eERH5oKmpCdu2bYPVanXf9sknn2Do0KGQJAnNzc0e51/8c7hhcCaKQEqoNCQm40ReiqqBsq1L1p3pd9veZU4RAgQZEGTX97FKsNYhTfm+pgaCtU7V8RAR+SIuLg5//OMf8dJLL8HpdOKjjz7Ctm3bcNddd+GGG27Arl27sH//fjQ3N8NkMuHDDz/Ez3/+c7WH3SaWahBFMBECNIIIyJLaQ+mS9i5zSpAhCxe+j0XKtr9/ArDr9Blu+0tEEUMURaxevRqLFi3Cxo0bkZmZiZUrVyInJwc5OTmwWCz43e9+hzNnzqBnz5647777UFgYvguhGZyJKCi62u9W6ZhR7ayHNj4OuUeAivh6aOKit2tGm85v+9sIGWNOn4bO0I3b/oY5bgRDdEFubi7ee+89r8fuuece3HPPPSEekf8YnIlINWZnA2ySA1YvixyVjhk2yYG7/msKrvpJNl4qKEYPY1pYdc0IJRmABLS57W9HG+JQ8HW0IycRRTYGZ6IYp9aMmEfXDAeQm926a4ZRmwQjAG29a/MQds1oH1f2U2fxwxZR53BxIBGpomXXjG6JKaovciTfROtmOoHSckfOSNDR7qPsT0zkicGZiIIqEBtFvPOO99o4CpzOdEGhyBCI0NtRsCaKNQzORKSKlov/ahutMbFldjCZnQ2oalErfsZujqq+3tR5DL1EgccaZyJSRcvFf9a6Oqz983K/F//pdPEYP34idLr4II02vCn14oJDcteKO+MADUSftyDvahcUIqJY0KUZZ7vdju+//z5QYyGiAImUy+5GbRJ66oxIj3P1Ik6P0/vVMSMhIQH5+b+I+MVNU6f617v04g1xuiWmIE3LenEiIiCwedWv4NzY2IhFixZh6NChuOmmmwAAFosFM2fORF0dd7MiIuoMs7MBZ+xmOJNdFwGrHHV+lVkoG+JoBDHkuyxGyoc1IoodwcirfgXn559/Hl9++SVWrFgBjUbjvl2SJCxfvtyvgRBR4ETayv6ORHMphlJmkbd/ISoeysbB86UWAz57kjXKMS4QC2vbonxYa1kXf/HfN8FaB6GmxvU9t3mnCBSMvOpXjXNZWRk2btyIyy+/HI899hgAwGAwYMmSJbj99tv9GggRUVuUUoxo1LItn9laC1NvwJjYDdXOetgkB4xqD9BHrJGOHL70UFe2eU8CMDkjvc1t3iXIgCy5/ksUZoKRV/2aca6vr8fll1/e6vbU1FSYzWa/BkLUEnvFUrQRcP4NV5JcX0FQU1uDc9XngvLYFD186qF+fpt3XYoek2x26FL0ECTJtc07LnTFsTTWx0ZHHOX3Nki/uxQcwcirfs04X3bZZfj8889x9dVXQ5YvfMrcuXMnLrnkEr8GQrGlZShWa+c6opCI10EWRSQC2JWRjgk/ViFRkiCLIhCvQ4Kocbfl08bHIfcIUBFfD01c+IaQyspK9+8wf38jl1ITDwCQ2wiEouh1i3elK46l0Yr9DZ9g+NBrYUhM8Wtxb1g7//trt9a5f38Tzv/uUvgLRl71KzhPnToVDz30EG677TZIkoQ33ngDFRUV2LVrF373u9/5NRCKHcoComipvyVqj5yiR3XpdvzXlAJkZfbEy2fPQpJkvH3+krcRcLflu+u/puCqn2T73ZaPwku0f8AwapNg1Ceh902/VHsoQaP8/lrOncP7a1Zh8OJlMHTv7lGuQuErGHnVr+A8bdo06HQ6bNy4ERqNBi+//DJ+8pOfYOXKlZgwYYJfA6HYkp2dHZX/kIQa6wsjg5yiRzWALAD/3zvvwWAwevwfM2qTYASgrXcCcLXlM/gZmp1OJ85Vn4MsAEgJzow1f38plsgpesjnSzTk1FSG5ggSjLzq9wYov/rVr/CrX/3K37sTURe0rC/MPQJU9EVYX9on17bhJSUL1R6G35SZU14t8l24f8BQPni7vyeKQoHOq34tDrTZbFi0aBE++eQT923vvvsuFi1aBJvNFrDBEcU6m82GsrIPW/1eKfWF+3KLcVUlsC+32Ocd4ihyeSwwbINWq0X3tO5I7ZYaqmFRhOF29xQrgpFX/QrOy5Ytw/79+9G9e3f3bTk5OTCZTFixYoVfAyGi1uz2JpSX74Td3tTqmFGb1OUd9yhCKAsMRQ32ZWbCbq1zLy4MlWjrDR7LlA/epuGL+eGbolow8qpfwbm8vByvv/46BgwY4L4tLy8PL7/8MsrKyvwaCBF1nr9bNFPodWUTF2WB0i9FAe9n9sTpta+36qdL1BnKdveXJvfA+PETcWlyD4ZmijrByKt+1ThbrVakpaW1uj0lJYVbbgdZNK/QJopmXd3EpeUCQy5QokCJ5s2FiIKRV/2acR40aBBeffVVSC3q7Ox2O1544QWPVE9ERIEjSRJOnz4d9luPK23YuImReszOBo/ttM/YzdzCnWJOMPKqXzPOjz32GO677z5s2LABWVlZkCQJJ06cgEajwebNm/0aCBERuUydWgin09lqG+vKykpIkoSEhAQ1h0dhTtlSW3BI7u20nXGABiLrmCmmBCOv+hWc8/Ly8OGHH+KDDz7A8ePHIYoipkyZgsmTJ0Ov5+XDYIv2pvpEsUb5fT527BhycwepPJquC/c2bNHOvaV2YjJO5AnoBle7uWpnPWySA0a1B0gUIsHIq373ce7evTvuuecef+9ORERteOf8JimKi2eeiXzh05baHVEucbfTAjEWdGVxL6kr0HnV5+D8+OOP47nnngMAzJs3r91zV65c2bVRUbuieTaHmyz45+JL+xRZlP9vv/jFjSqPpOvef38X9u7dDZvNxpKSILPZbNi7dzfGjr0h8H/W51sg2q112JWRjgk/ViEhxC0QwwkXUUaOYOdVn4NzVVWV+/sff/yx009ERIEnSRIqKg55LHxoiUGa/NGVcjCl9/ioUdcyOLchUBMEwfyzVlog2ix1aPz8H6i++hokGPTs5uKFYK2DUFPj+r6mBoLD6frgwT8rVQQ7r/ocnF977TX392+99VbAB0IE8JJ0Z0mSBEmSGJCJKODkFD3iU/T4+a2u7Yq5KXdrgrUOabfdiiQAkzPSkXn/dCRKEmRRZK91lQQ7r/pV4zxixAh89tlngR4LERF1wNts8NSphcD8QWh2OqHV+L10xa29cjB+SOu6UE0QSJDdtc0SY29wNNkhSBJ0BiMm2eyAwYhmSYLGYgaa7ECK2gOMbcHIq371cb7iiivwz3/+M6ADISKKdeHQp1nZWpvC28V9mlv2aE4Q46CBiGpnPc46rTjrtKLaWQ8NRCSIcWoNObqJoucXhYVg5FW/piZGjRqFxx57DIMGDcJll12GuDjPX8RHH300IIMjIoolruB8pt16VW+zwe+88x7y9i+ERqvl9fQwEcwPH976NMtxF3o0G7VJ+GbEEtgkh8f9EsQ49nAOlpbrTGK8A0k4CUZe9Ss4v//++xBFEYcPH8bhw4c9jgmC4PNATp48iSVLlmD//v0QBAFjx47FggULYDAYcOjQISxduhSHDx9G9+7dMWXKFNx3330AgAULFmD79u0ejyVJEoYOHeq1nuWxxx7Djh07oNFo3Lf95Cc/wfvvv9/Zl05EFJEEax1sljrs/fwfGHv1NUiIj+cCpgh1cZ9mg5cezUZtEvs1h4KX7iNKjXOsdiAJJ4HKqy11Ojg3NDTgqaeeQlxcHIYNGwadzv+/GLNnz0ZOTg52796NhoYGFBUVYdmyZVi4cCEeeOAB/PrXv8a6devw3XffYfr06ejVqxcmTpyIkpISlJSUuB9HlmVMmzYNkyZN8vo8FosFDz/8MB544AG/x0pEwcMeqcGlLGCyAUjMSEfaS2u4gCkKuPs0+9ujmbpM6T5iOXcO769ZhcGLl8GQoueH0jAQyLzaUqeC8/Hjx3Hvvffihx9+AABcfvnlWL9+PXr27NnpJ7ZYLMjJycG8efOQnJyM5ORkFBQU4K233sKePXvgdDpRVFQEjUaDnJwc3H777diyZQsmTpzY6rHeffddSJKE22+/vc3nMhr52ZsoXLFHapB1YgFTUHsDE0UhOUUP+Xx5hpyaCtnAvKG2QObVi3Wqgv0Pf/gDBgwYgN27d6OsrAx9+vTBH/7wB7+e2GAwYOnSpejRo4f7tlOnTiEjIwOHDh1Cdna2R2nFwIEDUVFR0epx6uvr8d///d94/PHHIQiC1+eyWCz429/+hgkTJmDkyJGYNWsWjh8/7te4iYjU0uWFez4sYFJ6A9vtTf4/DxGRigKZVy/WqeD8r3/9CwsXLsQll1yC3r17Y8GCBQFr82EymbBp0yYUFRWhtrYWBoPB43i3bt1QW1vbaqOHt99+GwMGDMDQoUPbfOxLL70UvXv3xubNm/GXv/wFKSkpuO+++2C32wMydgq9/Pxx7PVMRFHNZrOhrOxD2Gw2r8clyGiWJbaaI7pIMPNqp4JzdXU1LrnkEvfPvXr1wtmzZ7s8iAMHDmDGjBmYN28eRo8e7fUcWZZbzShLkoQNGzbg3nvvbffxX375Zfz+979H9+7dkZaWhmeeeQYnTpzAgQMHujx2omAwOxtwxm5us90UkVcCIAtgmAqBjkJtILQ1+6+0m7M01qOXyQpLI1vNEbUUrLwK+NlVI5A++ugjzJ8/HwsXLkRBQQEAIC0tDd99953HeWazGd26dYPY4vLi/v37YbVace2113bqOVNSUtCtWzecOXOmy+MnCjSl1VQzJGgd8NpuiqglJUgJujjkHgEq4q1wxqFFmHKqPcSoo+bW4kq7ubPmaqz983K8VFCMHsY0vjeoiAucY4eqXbq/+OILFBcXY/Xq1e7QDAC5ubmorKyE03nhzd5kMmHw4MEe9y8vL8eoUaPaXSlptVpRUlLisV95dXU1qqur0bt37wC+GgoFpUSjsrIyII8TjtytprTJ6JaYghN5KTAkJqMZUqu+rETAhSCV+2IlrqoE9uUWwzR8MT9oRTGjNgnpca6uDelxev5/VpmywJkLaqNfp2acHQ4H5s2b1+FtK1eu7PCxnE4nFixYgPnz5+O6667zODZu3DikpKTgpZdewn333Yd///vfKC0txfPPP+9x3tdff42cnJxWj/3VV1+huLgY77//PlJSUnDgwAGUlJTgmWeegSAIWLx4MQYOHIghQ4b4+tKJQs7dagpguynqkFGbBG29a7IhPU4Pgy44K/vZdYOIwl0g8+rFOhWchw0b5jFz29Ztvjh48CCOHj3aqiczAOzcuRMvv/wyFi9ejPXr1yM9PR1z587Fz372M4/zqqqqkJGR0eqxGxsb8e2330KWXTV+a9aswbPPPosJEyZAo9Fg+PDhWLt2rUfZB0UGpaNAuM4WE4Wz2tpqdEvr0fGJ7VCzRCEUlPeWyspKZGdnqzwaIvJHIPPqxToVnL3tyuev4cOHd3i5vaPn27Vrl9fbR44c6fHYWVlZWLNmTecHSUQURZxOJ6qrzyKti+G5LYK1DkJNjev7mhoIDmerjSA4Y01EwRbIvHox1RcHEhFRaGi1WgSr6EfZnTAJwOSMdGTeP93r7oThPmPNq1pE1B7WKhARUdcpuxOm6DHJZofOYESzwQhBkly7ExIRRQHOOBMRUeC0sysheerSLpBEpAq+uxERUUiYnQ0em/qcsZu5sQ9RDDCZTLjrrrswbNgwjBkzBq+99pr72JkzZ1BUVISrrroKo0ePxsqVK9Hc3KziaNvHGecIwZXeRBTJlI19BIfk3tRH2aRFjX7TynsqZ32JgstsNmPmzJmYMmUKXn31VRw/fhwPPPAAsrKyMHHiRDz00EPIy8vD//7v/+LMmTN47LHHMHr0aFxzzTVqD90rBmciojDR1RAnSRJOnz4dlruXuTf2SUzGiTwB3QBIkFHtrIdNciA4XaejG3ero0jwr3/9C/X19XjkkUeg0WjQr18/TJ8+HaWlpejevTuOHz+OTZs2QafTISUlBaWlpWoPuV0s1YgQZWUfo6zsY842+yicdwYkChZXcD7jV7cKwVoH4dw5z3Zy1rpAD9G9sY9GECFCCPjjxxLuVkeRQhA8f9eNRiMOHz6MAwcOIDs7G3/4wx8wcuRI3HjjjVi/fr06g/QRZ5yjDC8/+q6ysrLdPy/+WVKsUFrJCZKEJFF0t5NLADxayQWCBNm9E6YEOWCPG03MzgbYJAesLerBZWcct9WmiDRkyBAkJiZi9erVKCoqQlVVFTZv3gyz2YzTp0/jyy+/xNixY7Fnzx58/vnneOihh9C7d2/ceOONag/dKwZnChnWaROFqfOt5JoNRuhEEZNsdiBFD8FidrWSS3GdZnY24KyfYS5BjIMGIiyN9cg9AlT0hbvGOUGMC9YrizhKLXgzJGgdcNeDy3Hq1IITdZXRaMSaNWuwbNkybNy4Ef369UNhYSEOHToEWZaRmpqK++67DwAwduxY/PznP8eHH37I4Ezhgbt2XZCdnR3Ws8mcmaOQa6eVnLfFfZ0Jc0ZtEr4ZsQRnzdVY++fleKmgGCl6PRJE9WZSlatOnX0f6MoHiI64a8G1yRC1Ak7kAQbWglOEGz58OLZs2eL+edeuXcjMzER6ejr0es8rWllZWfjyyy9DPUSfscY5xii7dtntTSF/btZp+0aZmat21qO20YpeJissjfWcmSNVKYHOkJiME3kpMCQmoxkSbJLD58cwapOQHuf6RzI9To+eOmPEzaAqHyDGVCzHwfMfIAZ89mTA2+qxFpyiRVNTE7Zt2war1eq+7ZNPPsHQoUMxcOBAfP/996ivr3cfO3nyJC699FI1huoTzjhTyAVqlrejGuVIpczM2SQHrHV17tm5Hsa0iAsZFH2UQKdcDYlk/lx1urg7CGeDidoXFxeHP/7xj/i///s/zJ07F/v27cO2bdvwzjvvIDs7G2lpaVi+fDkee+wxfPnllygvL/fo8xxuGJyjBOuHo4tRmwQjgMTzE8zpcXoYGJopAJxOJ6qrz0IE0J0zmW3qKFBH0wcIomASRRGrV6/GokWLsHHjRmRmZmLlypXIyckBAKxduxaLFi3CqFGjkJaWhqeffhpXX321yqNuG4Mzha2OZpSDVaPMDyFExPUgRIGTm5uL9957z+uxfv364e233w7xiPzHGucoodQPDxw4EJmZPWGz2dQeUpewFpooOLRaLdLSeqBbtzS1hxLW1FwPArgWBDfLEppliYuDicIIZ5yjjCiKyMzMhN3eFPGzJGrVLSvPGw4bqHBnMKLY0nJxsNYBd+s+TRwXBxOFAwbnCBMJi+CiccGeWpSdwYgoNEK5+Yi3chAuDiYKbwzORERECP3mI0o5yKhR13pcIVQWBxuTXVecLk3ugQRtZF9BJIoWDM5EfuLMOpEXkuT9+wgQqs1HfJ3V5hUnovDD4ExRhR0xiFQSr4MsirBb67ArIx0TfqxCoiRBFkUgXqf26DrF3WoOaLPdnLKzZ2cX7nFLbaLIxuAcpaZOLYTT6eRsaJTiBwQKN3KKHtWl22E5dw7vr1mFwYuXwZCidwXqFH3HDxAhlMV7lsZ6vxbucUttosjG4ExRJZw6YoRCsHpZE/lDTtFDPl+eIaemQjZEXwxUFu+dNVd3aeGeL7PaRBR+GJyj1DvvvAdDFP6jFU0mTrweGRnpWLfuzU63DmRYJlKPUZsEIc4BwPuunoK1Dmiye94pymbeiWIVgzORSqKp5zZFBgHnd72SpIhbuBcpBGsd0m67FcJFf76yKKK6dDsQWeXeRHQR7hxItCwrLgAAIABJREFURBTtzi/cSxQ12JeZCbvFDI3FHJSFe7GyaU+br7PJDkGS0GwworlbquvLYHQF6YtnoYko4nDGmVphmzWi6KIs3LvjtsnQQ8bVr29EQny8u3xAaDoXsOeKlRZqHb5OUXR9EVFUYXCmoKisrGQAb4fZ2QBnsuvXr8pRh0a7a7U+W1FRsMgpelRJEqpOn0F8VlYnm6gRERHA4BxVLg5jFzfUF6x1mD21EFm5gyDU1EBwOLlgRQVKH1fhoWzgiKuHqzMO0IB9XCn6xUopBxFFJwbnKOEtjLVsqK8sWPkTgF2nzyDz/unuzQmqS7cHPDzHQps0URSRkZEOm83WqcV9Sh9Xjd0BU28gNTEVUht9XDlrT9EmVko5iCg6sQArSihhTLY7YOrtgCExGc2QYJNcLZOUBSuNUjPGnD4NncHo94KV/Pxx6NMnE/n542KmX7I3Lbti+EUGBBnQCCJECIEdHBEREQUcZ5yjzfkw1lYQkwFIABetEMWgDq9ctGyhxnZ1REStMDiTX2KhFIMoZpxvV6exmNEoitiVkY4JP1YhIQjt6oiIIhmDMwWMUrZRWVmJ7OxslUdDRL5S2tWhyQ6LtQ7vr1mFwYuXwdC9OxcPExG1wOBMbgy+RJGtK1eB5BQ9kALEJSdj/PiJiOuZCZk7WvqPZS9EUYnBmQJG+Uc7lhcMdpbT6cS56nOQBQApce7b+SGG1NJR1wsJMiBLrv9Sa+fLXuzWOnfJi9LByFX2whBNFMkYnMmNwZeI2pIgxkEDEZbGeuQeASr6Apo4EQliXMd3jiFK2Yvl3LkLJS8p+gs98+1mtYdIRF3A4EykIq1Wi+5p3dEsSzjrtLpv54cYCjdGbRK+GbEEZ83VWPvn5XipoBg9jGncsMcLOUUP+Xx5hpyaCtlg7OAeRBQpGJyJiMgnRm0ShDhXb/j0OD0MDM1EFGMYnCngQtGmjq3wiIiIKNS4CwYRERERkQ844xxlUrulQiOIaJa5cjtaVFZWumudOdNORESkHs44E7VBFEVkZvaEzWZTeyhEREQUBlSdcT558iSWLFmC/fv3QxAEjB07FgsWLIDBYMChQ4ewdOlSHD58GN27d8eUKVNw3333AQA+/fRT3HPPPdDpPLeC3bRpE6688spWz1NTU4OnnnoKn3/+OURRxJgxY7Bo0SIkJiaG5HVSZHIF50zY7U1I6ORGEIK1Dmiye96otKNynwTIAJo76InL7c0pnOh08Rg/fiJ0uvigPYcoisjISIfNZuv07x4RUTCpGpxnz56NnJwc7N69Gw0NDSgqKsKyZcuwcOFCPPDAA/j1r3+NdevW4bvvvsP06dPRq1cvTJw4EXV1dbj88suxa9cun55nwYIFcDqd+OCDD+B0OvHb3/4Wzz//PBYtWhTkV0ixSLDWIe22WyFctFuYLIqoLt2OhARXP1xBF+fqhxtvhTMO0IA9cSn8dbRBSiB05UNrpFA2knF/T0QRQbVSDYvFgpycHMybNw/JyclIT09HQUEB9u/fjz179sDpdKKoqAhJSUnIycnB7bffji1btgAAzGYzjEbf+mKePXsWu3fvxty5c5GWloaMjAwUFRXhT3/6ExwORzBfYthyOp2orj6L2tpqtYcSlgRrHYRz55Cm/FxT45pBbsHsbIAz2fW5s8pRB7Oz4cLBJjsESUKzwYjmbqmuL4PRFaSb7O5+uLkvVuKqSmBfbjFMwxfjmxFL2BOXKMopG8lUO+tR22hFL5MVlsZ6fnAmihCqzTgbDAYsXbrU47ZTp04hIyMDhw4dQnZ2NjQajfvYwIED8T//8z8AXKHbbDbjrrvuwjfffIPMzEzMnDkTkydPbvU8hw8fhkaj8di2OCcnBw0NDfjPf/4TM9sZT5tWiDIIcDqdPp0fzQvS8vPHtbmVdcvZ4j+JInadPoPM+6cjAUB16f/f3t3H2Vzn/x9/nKu5cuaSMWNQrhlGLsu1oYQVKmGxqU21yMrXkl1ld7vFklJLsmhVfrmIDOuqXCbRheSqxvVVaNQIc81cnTmf3x9jTobBkRlnjnnebze3Zs7nc855nVfnzHl93p/X5/1egWEPJNVxkXrbX8T057pwFNrtfQ3DZr668DWb8/8VIdgagPVC/v+LcFsgQT5aIEHkdvJUO0jBgXOWM5eM9HQtJiPiZUrNrBrx8fEsWLCAmTNnsmbNGoKCggptDwkJISUlBafTSUBAABEREfzlL38hOjqa9evX87e//Y3w8HBatWpV6H4pKSnY7XZMJpPrtoLR6uTk5JJ/YaWQ1WolLKwCOJ2QUjZzcE2XjRZfTEuhXWIiPkEhmNJS83uW7ZDlzCUPJ5acXOKrQrB/CEmOC2Q5c3G3/O3cOZZjx45RoUL56/aK3mkHLSKlhSfbQYKtAQQD/pcGmLWYjIj3KBWzauzcuZOnn36aUaNG0bp16yL3MQzDVfz269ePDz74gMaNG+Pr60uPHj3o1KkTy5Ytu6nnvbyYvtN9+GF+bqxW946VCi5IuxMLt/XrP7/xmQazGSfgvPRzkQzIy3WQmpLym+JwOBwkJp65Y3s4RbyVE4M8w3nDC3dFpOzx+IjzZ599xujRo/n73//OI488AkBYWBgnTpwotF9qaiohISGYr1HEVKlShb179151e1hYGOnp6eTl5blaP1IuFTphYWFX7S9lg7sHBA6Hg5SUJMpTvAdZ69d/7mqFEZHb5/6eHTGsZk6fTSCGBpzNTcdw2Ai2BhTqP7bmkn/xbi2w2G6+//h2zD4iIrefRwvnXbt2MWbMGKZNm0bbtm1dt8fExPDhhx/icDhcI6Tx8fE0atQIgI8++ojg4GC6dOnius+xY8eoWrXqVc8RHR2NYRgcPHiQBg0auB4rKCiI6tWrl+TLkzLAarUSEhLKOUfGTd/3ThzNFynNUh0X2TsmBswmrLkN2FPENQrF1X98O2YfEZHbz2OtGg6Hg3HjxjF69OhCRTNAbGwsdrudmTNnkpmZyXfffUdcXBz9+/cHIDMzk1deeYW9e/eSm5vLJ598wtatW13bN2zYwIABA4D8UeUuXbowdepUkpKSSExMZMaMGfTu3dvttgXxTgUXOBY1spuVlcX69Z/ccHGT/MJYZyZE7gRZzlwwmwizlsPIziW+ai5B/uXIw5m/jfz+4wifYMJt+XOuh9sCS+yiPY1Ki3gfj1WOe/bs4dixY0yYMIEJEyYU2rZ27VpmzZrF+PHjmTt3LuHh4YwcOZIOHToA8MQTT5CRkcHzzz9PcnIy1atX5z//+Y9rRDk9PZ2TJ0+6Hu+VV17h5Zdfpnv37litVjp16sTIkSNv22uV0icnJ5uNG9fSsmUb9RiLlDFmTJiMX3/2FI1Ki3gfjxXOzZs359ChQ9fdZ968eUXebjKZGDZsGMOGDStye69evejVq5fr98DAQN54443fHqx4Ja24JyLXUj6sPJC/cmdRNBosIkVRr4KIiMgVNBosIkVR4XyHKVjG9VpTKJm41NjudOb/k5JzeX6VaxEREa9XKuZxlltXMI1SWuaFopdw9fXBMJvxN1vYGhlJTloqlrRUDLMZfH08G7y3MoFh4uqDlEu5zslIZ5Wfj3ItIiJyh1DhfIcomEZpa8wYGh+CrTFjCi0BbdgDSYpbwaNmEysjI0ic/R7nP1zqWkZa3FdwkGLysdHwR9tVBynKtYiIyK/i4+MZOHAgzZo1o127drz77rtX7XPhwgViY2P529/+5oEI3adWjTtIsDUAky1/SqWilnA17IEkAVGAERqKEVT0AtG6oO76+nT7HdF+ZhJ+/onGHbsUOc+ru7kWERG5k6WmpvLss8/St29f5syZw6lTpxgyZAhRUVH87ne/c+03ffp0MjJufk2E200jzl7G3fmHr2XRohsvS36rz1EWWLOcmNKygZKd51VERMSb7d69mwsXLjBixAh8fX2pXbs2gwYNIi4uzrXPwYMHWbVqFY8++qgHI3WPCmcvUzD/cE5OdrE/tikjHdP58+SeSWTjxrXknknElJFe7M9zO6xf/3mJjZwXPHbNmjVL5PFFRETuJCZT4fnSg4ODOXDgAACGYfDyyy8zcuRIgoNL/9lZFc5eoqCoNSUn5/+enFysRa0pI52w3g9Tvv9jRA4eRM/EM0QOHkRY74e9tngWESmKE4M8w0nedWYgEpHi0aRJE/z9/Zk2bRqZmZmcOnWKhQsXkpqaCsDixYsxmUw89thjHo7UPepx9gIFRa3J6STAbKZnxXAiBw/CD4rvgrPsHExOJ3lBwfiYzfTIygF7IKa0VMjOAfutP4WIiCcVXNib5LiANRdijsLeWmCxXTYDkYgUq+DgYGbMmMHkyZOZP38+tWvXplevXuzbt4/z58/z1ltv8f777181Kl1aqXD2BrezqDWb8//dwVIdFzmXmz+KfjY3ncyc/C/UK/uUw8Iq5P9wi3Mw9+vXC4fDoYsuRTysYPahLGcuGenpzP74tSIv7hWR4tW8eXOWLFni+n3dunVERkby6quv8vDDD1O3bl0PRndzVDh7kzJQ1Ja0VMdF6m1/EVOuk5i60G7vazhsYMHMwfsmEnITj+V0OklMTNSSvCJeJNgaQDDgf2mAuagZiESk+GRnZ7NmzRo6deqE3Z4/0vfll1/StGlTli1bRlBQEMuW5U9ckJWVhdPp5LPPPuObb77xZNjXpMJZypQsZy55OAnzL0dCQxMh5Pc7JjkukOXMvanHyi+cz+Dn53fd/RYtWkaQpqMTEZEyyGazMX36dI4cOcLIkSPZunUry5cvZ9GiRYwYMaLQvu+//z6JiYmMHTvWQ9HemArnMsbHx5dOnbr+plHSzp1jATh06JBXnVYpihkTFtOl0XujeJfDLsjTyZMniYlpUKyPLSIi4k3MZjPTpk3jH//4B/PnzycyMpI33niD+vXrX7Wv3W7H39+fyMhID0TqHhXOZYyfnx+dO3cr0efIyspiy5ZNtG9//w1HY0VEROTOFhMT42rHuJ7hw4ffhmhujQpncVvBxW0FI6rXUjDXdMuWbcpk4VyQp27dHvBwJCIiIlKcdKWZiIiIiIgbNOLsTS6fFu0aU6TdSg+zuzStmoiUZmoXE5GSohFnb+Drg2E2Y0lLJSctlVV+PuRkpGOYzeDrU2jXgh5mfVmISFmU6rjI6Qvn2LhxLacvnONMTiqpjotX7Xc7BhlE5M6jEWcvYNgDSYpbAdk5pGWks3LGmzQaP5mg8uWLZ9XA28yd0aA7YcRI8zyL3F43mqf98kVObseF0iJy59GIs5cw7IEY5ctjhIbm/x4a6pVFM/x68WBOTvYt7VPauTvPs4gUj4J52oP8y5HQ0E6Iv50waznycN70PO0iIkXRiLOUKqaM9PwlxjPyl8Q2JSdjMptv/0GCG/3kIlI6leQ87SJStqlwltsq1XGRc7n5RfHZ3HQyc8DPbCPYGoApI52w3g9jcjoJMJvpWTGcyMGD8AOS4lbcnuL5sn7yTLOZdRXD6fLLWfyK6CcXkeKlxYNEpLRT4Sw37bf2H9+o/zAkOweT00leUDA+ZjM9snLAHogpLRWyc8Begi/qkpvpJ9fsIiLFy+FnxrCaMYLyrws4m5uO4bAV6k0WEfEkFc5yU0wZ6eSeP8/GjWtpVbc+/jdxgWJB/2GYfzkSGpoIAZwYJDkuFO4/NJvz/3mIYQ8EOxi2/I+HN/eTi3iLVMdFDvytEXk4seY2YM/R/INrw3b1hX0iIp6iwlncVtBKEQCeaaMQkTuW68DaWo7UjBTiq0Kwf4jrwDrY0wGKiKBZNeRmXGql8LEH0iMrBx97ICanM7+Nwg1+ZhsWzKRlXqBKfAYpmRkkOS5gwYyf2VbCwYuINzBjwmSAycj/WUSkNNGIsxTmzmwSv7GVItgawMH7JnIuNYnZH7/GzEfGYA8MdF0cCJm/LWYRERGR20AjzpLvJlYnvBXB1gDCbfltHeG2QCJ8gtW7KCIiIl5BI84C3HmrE4qIiIgUNxXO4qLZJESktHA4HCSnJINd1z+ISOmhwllERO4oySnJ5OU6sFqtGCZUfItIsVGPs4iIlDpWq5XQkFBPhyEiUogKZxER8SpZWVmsX/8JWVlZ19zHarVSPqy8im8RKVYqnKVYmTLSMSUn5/+cnIwpI93DEf12Pj6+dOrUFR8fX0+HIiKXmDLSyT2TyMaNa8k9k+jVf2NExPuox1mKzZ22sqCfnx+dO3fzdBgicsmd9jdGRLyPRpyl+NziyoIiIk4MDBMYpvyfC3H3b8yl++cZzqsfQ0TkFqhwluJXsLLgb1hdUETKJj+zDQtmkhwXMPnaaPijjbTMC1gw42e+YlaMa/yNKXgMk0/+/VMyM0hyXOMxRER+A7VqiIiIxwVbAzh430SynLkM/ENfGlevy8xHxlAhOMzt1UULHqNP/0dd97cHBuJntmmFUhEpFiqcpfg5nYX/KyLihmBrAMGA9YIDgHBbIEE3WfAGWwMK398nuLjDFJEyTOfSpfj4+mCYzeRkpLPKz4ecjHQMsxl8fTwdmYiIiMgt04iz3LxrjCgb9kCS4laQdv48K2e8SaPxkwkqX77Yr3Y3ZaSTlZbOlm+/pv29rfALCiyVV9SvX/+5p0MQERGRYqQRZ3GfGyPKhj0QIzR/wQEjNLREiuaw3g8TNuhx/Jd+RNigxwnr/bDmchW5gyxatMzTIYiIFMmjhfPp06cZNmwYLVq0oGXLlowZM4a0tDQA9u3bx+OPP06zZs3o3Lkzc+bMKXTf9evX07NnT5o0acKDDz7I4sWLr/k8f/3rX6lfvz4NGzZ0/evZs2eJvjZvdq2FPwpGlBNnv8fKyAgSZ793++dP1ZR3IiIi4iEebdV47rnnqF+/Pps2beLixYsMHTqUyZMn8/e//50hQ4bw+9//nnfeeYcTJ04waNAgqlSpQteuXYmPj2f06NG8+eabdOzYka+//pohQ4ZQs2ZNmjdvftXzpKWl8fzzzzNkyBAPvErvc72FPwx7IMalFo2SGFF2m6a7E7ljadVOESmtPFZ5pKWlUb9+fUaNGkW5cuUIDw/nkUceYceOHWzevBmHw8HQoUMJCAigfv369OnThyVLlgCQnJzM4MGD6dSpExaLhbZt21KnTh127NhxzecKDtaV1SIi3qDg4N3Pz8/ToYiIFOKxwjkoKIhJkyZRoUIF120//fQTFStWZN++fdStWxeLxeLaFh0dzd69ewFo3749w4YNc21zOBycPXuWiIiIIp8rLS2NTz/9lC5dutCiRQv+9Kc/cerUqRJ6ZaLRIhEREbkTlZpz3fHx8SxYsIChQ4eSkpJCUFBQoe0hISGkpKTgLGJu4ClTphAQEEC3bkW3F1SuXJmqVauycOFC1qxZg91u55lnniEnR32xJeGWR4uczsL/REREREqBUlE479y5k6effppRo0bRunXrIvcxDAOTyXTVba+//jqrV69m5syZ+PoWPcI5a9Ys/vnPf1K+fHnCwsJ45ZVXSEhIYOfOncX+WuQWXJq1w5KWSk5aquaCFhERkVLF4/M4f/bZZ4wePZq///3vPPLIIwCEhYVx4sSJQvulpqYSEhKC+dIFYU6nk7Fjx/L999/z4YcfUrVqVbef0263ExISwpkzZ4rtdcitK5i1g+wcsrKzyfz2a5JK8TzNIiIiUrZ4dMR5165djBkzhmnTprmKZoCYmBgOHTqEw+Fw3RYfH0+jRo1cv0+cOJEjR47csGjOyMhgwoQJ/PLLL67bkpKSSEpKuqliW24Pwx6IUb48vlFRPPjwY/hGRZVI0ezEIM9wkmc4cWIU++OLiIjIncdjhbPD4WDcuHGMHj2atm3bFtoWGxuL3W5n5syZZGZm8t133xEXF0f//v2B/NaOlStX8s477xASEnLVY3///fd07dqVnJwc7HY7O3fuZMKECaSkpJCamsr48eOJjo6mSZMmt+W1FiddeHdr/Mw2LJhJy7xAlfgMUjIzSHJcwIIZP7PN0+GJiIhIKeaxVo09e/Zw7NgxJkyYwIQJEwptW7t2LbNmzWL8+PHMnTuX8PBwRo4cSYcOHQBYunQp6enpdOzYsdD97r33Xt577z0yMzP54YcfMIz8kcQZM2bwr3/9iy5dumCxWGjevDmzZ892tX14k+vNsSw3FmwN4OB9EzmXmsTsj19j5iNjsAcG4me2EWwN8HR4IiIiUop5rHBu3rw5hw4duu4+8+bNK/L2iRMnMnHixGver0WLFoUeOyoqihkzZvy2QOWOE2wNwGTLBSDcFkiQj+b4FhERkRvzviFXEREREREPUOEsIiIiIuIGFc4iIiIiIm5Q4SwiIiIi4gYVznLbaUo9ESlJTqeTxMRE/Y0RKSXi4+MZOHAgzZo1o127drz77ruubevXr6dnz540adKEBx98kMWLF3sw0hvz+MqBUvZoSj0RuSVOZ+H/XrXZSWLiGfz8/G5jUCJSlNTUVJ599ln69u3LnDlzOHXqFEOGDCEqKooqVaowevRo3nzzTTp27MjXX3/NkCFDqFmzJs2bN/d06EXSiLOIiHgHXx8Ms5mcjHRW+fmQk5GOYTaDr4+nIxORa9i9ezcXLlxgxIgR+Pr6Urt2bQYNGkRcXBzJyckMHjyYTp06YbFYaNu2LXXq1GHHjh2eDvuaNOIsIiJewbAHkhS3grTz51k5400ajZ9MUPnyGPZAT4cmItdhMpkK/R4cHMyBAwdo37497du3d93ucDg4e/YsERERtztEt2nEWUREvIZhD8QIDc3/OTRURbNIKdekSRP8/f2ZNm0amZmZnDp1ioULF5KamnrVvlOmTCEgIIBu3UpvO6cKZxEREREpEcHBwcyYMYOvv/6aNm3a8MILL/Dwww9jtf7a9GAYBq+//jqrV69m5syZ+PqW3gt71aohIiIiIiWmefPmLFmyxPX7unXriIyMBPIv5h07dizff/89H374IVWrVvVUmG5R4Sw3TdPJiYgndO4cC4DVaiUmpoGHoxERd2RnZ7NmzRo6deqE3W4H4Msvv6Rp06YATJw4kSNHjvDhhx8SEhLiyVDdolYNuWkF08lpqicR8YRjx455OgQRcZPNZmP69OnMnDkTh8PBZ599xvLlyxk4cCA7d+5k5cqVvPPOO15RNINGnEVExEusX/85AN26PeDhSETEXWazmWnTpvGPf/yD+fPnExkZyRtvvEH9+vV58cUXSU9Pp2PHjoXuc++99/Lee+95KOLrU+EsIiJ3hIJWjkOHDlG3bl0PRyMiBWJiYli2bNlVt0+cOJGJEyd6IKLfTq0aIiIiIiJuUOEsd6SsrCzWr/+ErKwsT4ciIrfJ+vWfs3795xptFpESo8JZ7kg5Odls3LiWnJzsIrdrZhARERG5WepxljKpYGYQEREREXdpxFlERERExA0qnEVERERE3KDCWUREvIrT6SQxMVHXKIjIbaceZxER8Sr5hfOZa65eWrBQiohIcdOIs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIGzxaOJ8+fZphw4bRokULWrZsyZgxY0hLSwNg3759PP744zRr1ozOnTszZ86cQvddvXo1PXr0oEmTJvTq1YstW7Zc83mSk5MZMWIErVu3pm3btowdO5bMzMwSfW0iIiIicmfxaOH83HPPERQUxKZNm1i1ahXHjx9n8uTJZGVlMWTIEFq2bMnWrVuZOnUqc+bMYe3atQDs37+fsWPHMnr0aLZt28agQYMYPnw4P//8c5HPM27cOLKysli9ejXLli3j5MmTvP7667fzpYqIiIiIl/NY4ZyWlkb9+vUZNWoU5cqVIzw8nEceeYQdO3awefNmHA4HQ4cOJSAggPr169OnTx+WLFkCQFxcHLGxscTGxuLr60v37t2pV68eq1atuup5zp07x6ZNmxg5ciRhYWFUrFiRoUOH8r///Y/c3Nzb/bJFRERExEt5rHAOCgpi0qRJVKhQwXXbTz/9RMWKFdm3bx9169bFYrG4tkVHR7N3714gv42jfv36hR4vOjqa+Pj4q57nwIEDWCwW6tat67qtfv36XLx4kePHjxf3yxIRERGRO1SpuTgwPj6eBQsWMHToUFJSUggKCiq0PSQkhJSUFJxOJykpKQQHBxfaHhwcTHJy8lWPm5KSgt1ux2QyFdoXKHJ/8X6pjouczU0H4GxuOmdyUkl1XPRwVCIiIuLtrJ4OAGDnzp0MHTqUUaNG0bp1a9asWXPVPoZhFCp+i3Kj7be6v5R+qY6L1Nv+IqZcJzF1od3e13DYwIKZg/dNJNga4OkQRURExEt5fMT5s88+409/+hMvvvgiTzzxBABhYWFXjQanpqYSEhKC2WwmNDT0qu0pKSmEhoZe9fhhYWGkp6eTl5dXaN+CbXJnyXLmkoeTIP9yJDS0E+JvJ8xajjycZDnV0y4iIiK/nUcL5127djFmzBimTZvGI4884ro9JiaGQ4cO4XA4XLfFx8fTqFEj1/aCfueitl8uOjoawzA4ePBgoX2DgoKoXr16cb8kKSXMmLCYzFhMZszozIKIiIjcOo8Vzg6Hg3HjxjF69Gjatm1baFtsbCx2u52ZM2eSmZnJd999R1xcHP379wegb9++fPXVV2zevJns7Gzi4uI4ceIEPXv2BGDDhg0MGDAAyB9V7tKlC1OnTiUpKYnExERmzJhB7969sVpLRaeKiIiIiHgBj1WOe/bs4dixY0yYMIEJEyYU2rZ27VpmzZrF+PHjmTt3LuHh4YwcOZIOHToAUKdOHaZMmcKbb75JQkICtWrVYvbs2YSHhwOQnp7OyZMnXY/3yiuv8PLLL9O9e3eZ+yz9AAAgAElEQVSsViudOnVi5MiRt+21SglwOgv/V0RERKSEmQzDMDwdhDc4ezbd0yEIYMpIJ6z3w2QB6yqG0+WXs/gBSXErMOyBnMlJpeGOv1PBasdiyj+hkmc4OefIIL75eCJ8gq/7+CJS+nXuHAvA+vWfezgSkbIrPDzQ0yF4hHoVxKsY9kCS4laQdv48K2e8SaPxkwkqXx7DXjY/wCIiInL7qHAWr2PYAzEutWgYoaEqmkXKoEOHDmnkWURuO49PRyciIiIi4g004iwiIl6nbt26GmkWkdtOI84iIiIiUmLi4+MZOHAgzZo1o127drz77ruubatXr6ZHjx40adKEXr16sWXLFg9GemMqnEVERESkRKSmpvLss8/SpEkTvvrqK9577z0WLlzImjVr2L9/P2PHjmX06NFs27aNQYMGMXz4cH7++WdPh31NKpxFREREpETs3r2bCxcuMGLECHx9falduzaDBg0iLi6OuLg4YmNjiY2NxdfXl+7du1OvXj1WrVrl6bCvST3OckdyYoDh/PVnERER8QiTyVTo9+DgYA4cOEBGRgaxsbGFtkVHRxMfH387w7spGnGWO4qf2YYFM0mOC5xzZHDOkUGS4wIWzPiZbZ4OT0REpExp0qQJ/v7+TJs2jczMTE6dOsXChQtJTU0lJSWF4ODCC5MFBweTnJzsoWhvTCPOckcJtgZw8L6JZDlzC93uZ7YRbA3wUFQiIiJlU3BwMDNmzGDy5MnMnz+f2rVr06tXL/bt23fN+1w5Ql2aqHCWO06wNQAtrC0iIlI6NG/enCVLlrh+X7duHZGRkYSGhl41upySkkJoaOjtDtFtatUQERERkRKRnZ3N8uXLycjIcN325Zdf0rRpU2JiYti7d2+h/ePj42nUqNHtDtNtKpxFREREpETYbDamT5/OzJkzcTgcfPbZZyxfvpyBAwfSt29fvvrqKzZv3kx2djZxcXGcOHGCnj17ejrsa1KrhoiIiIiUCLPZzLRp0/jHP/7B/PnziYyM5I033qB+/foATJkyhTfffJOEhARq1arF7NmzCQ8P93DU16bCWURERERKTExMDMuWLStyW+fOnencufNtjui3U6uGiIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbNI+zeCUfH186deqKj4+vp0MRkdts/frPPR2CiJRRJsMwDE8H4Q3Onk33dAgiIiIipUJ4eKCnQ/AItWqIiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbTIZhGJ4OQkRERESktNOIs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIiBtUOIuIiIiIuEGFs4iIiIiIG1Q4i4iIiIi4QYWziIiIiIgbVDiLiIiIiLhBhbOIiIiIhzidTk+HIDdBhXMZYRiGp0MQkWKQm5sLQF5enocj8W4OhwOHw+HpMLyWir3i4XQ6MZvN/PDDD0ybNs3T4YgbrJ4OQErGt99+y/HjxwkMDKRx48ZERUVhGAYmk8nToXmVr7/+mqNHj1K5cmXatGmDr6+vp0PyWpmZmfj7+3s6DK/2008/8cQTTzBr1ixq1apFXl4eFovF02F5nWPHjjFr1ixSUlKoXr06L774oqdD8ioFxd7PP//M4cOHycrK4sEHH8Rs1ljczSjI48GDB3nyyScJCgqiX79+REREeDo0uQ69y+9AS5YsYeTIkXzyySfMnDmTf/7znyQkJKhovkmLFy9m+PDhfPnll6SlpalovgXr1q1j0qRJHDt2zNOheLWjR4+SkJDAH//4Rw4fPozFYtHI8006cuQIAwYMoHz58rRs2ZJly5ZppO8mXF7s9evXj/fee48RI0YwevRoT4fmVS7P4x/+8AcGDRpEtWrV+Pbbbz0dmtyARpzvMPHx8bz99tvMnj2bBg0asHnzZt577z0OHTpElSpVPB2e1zhx4gTvvfces2bNonnz5mRkZPDNN9/g7+9PVFQUFSpU8HSIXsEwDHJzc3n//fc5d+4cAQEB9OvXj2rVqnk6NK9077330r59e8xmM71792bx4sVER0fjcDiwWvXn/EaysrJ44403eOqppxgyZAiQ/x5NTk4mJycHHx8fD0dY+pnNZs6cOcNzzz3H4MGDGTBgAAcOHKBfv34cPXqUWrVqeTrEUs8wDMxmMwcOHODxxx9n2LBhDBo0iKysLH788Ufg18JaSh/9X7nDpKenU6tWLRo0aABAhw4d8PPzY9OmTR6OzLvYbDZCQkJo3Lgx33//PT179mT8+PGMHDmSkSNHsn//fk+H6BVMJhN5eXn4+PjQunVrvvnmG+bPn88PP/zg6dC8TsHIcmpqKr///e8ZNmwY/fr1Y9++fVitVlJSUnQtww34+fkBUK5cOddtR44c4csvv6RPnz6MGDGCPXv2eCo8r3H48GGioqIYMGAAAHfffTf33XcfZ8+e5aOPPuLEiROeDbCUM5lMnDlzhueff95VNANERESwZMkS0tLSVDSXYpaXX375ZU8HIbfm8t7lAwcOsHLlSnr16oWPjw8mk4ljx46RnZ1Nx44dcTgcmM1m1xes2jeKdvbsWT744APuueceVq9eTWxsLBMnTqRGjRokJCSwePFi2rRpQ0hIiKdDLfVOnTrFoUOHmDhxIlarlQ0bNnD27FmqVq1KaGgoeXl5+pJwg9lsxmazkZycTEJCAn/+859JSkpi/PjxhISEsHjxYu655x7sdrunQy21MjMzWbt2LcePH+enn35i3bp1rFq1inHjxnH//fezdu1adu3axUMPPaTe8es4cOAAR44coU2bNgQEBDB79mw+/vhj8vLy+PDDD9mzZw8VK1bkrrvu8nSopcrl39XZ2dk0adKE7t27u24vaNWoXLkyVatW1d/GUkqF8x0gMzMTm80GQM2aNYmKiqJmzZpYLBZMJhPffvstFouFNm3auD6ECQkJBAcHezLsUqngD1VYWBi//PILc+fOxWaz8eyzzxIYGEi1atWoXLkye/bsISAggAYNGuiiyyKcP3+erKws/Pz8CAsLIzIykvDwcBo0aIDJZGLDhg2cO3eOypUrU758eQASExNV9BXhyvfX0aNH+eSTT+jVqxcdOnTg8OHD/Pe//6VNmzZ07dpVX7ZXOH/+PD/99BNJSUlERERw3333ER8fz8WLF/nqq6+YMmUKsbGxVK1alS5dujBx4kRq1apF7dq1PR16qeB0Oq/6+xYWFkZUVBQ1atQgKSmJDz/8kOnTp9OnTx8GDBjAypUrSUhIoEuXLh6KuvQpaL24ePEiOTk5BAcHU7lyZeDX7x0fHx/WrFnDnj176N69u2uQS98vpYua4rzcxx9/zPLly/Hx8SEoKIiXXnqJzp07A7iuuP/pp58KzWbw3HPP8fPPP/O///1PH8pLdu/ezd13301YWJirX/Sxxx7j9OnTfP755yQlJVGxYkUMwyAmJga73c7x48cBjdpfafny5cyfPx+Hw4HNZmPRokU0bNjQtb1v374ALFq0CKvVyuDBg5k0aRKpqanMnj3bU2GXKseOHWPv3r08/PDDmEymQp/Trl27sn79emw2G9988w3btm2jbdu2vP/++zz66KPUqVPHw9GXHgcPHmT48OGUL1+ePXv2MHz4cIYNG8b48eOxWq088cQT5OXlYRgGTqeTkJAQWrduTWhoqKdDLxUKenF/+eUXUlJSXO+tsLAw2rZti8lkIjw8nLfffhsfHx8yMzMJCAigT58+fPDBB1y4cKFQW0xZVVA0Hzp0iNdee41z584RExND165dadeuHVar1bXP2LFjeeqpp1iyZAl9+vTR90sppGEJL/bJJ58wfvx4unXrRtOmTTlx4gQPPfQQ27dvx+l0FjrVGBYWBsCoUaNcrQagog9g165d/OEPf2DMmDEkJSW5LrKqXbs2v//976lbty6DBw/m4MGDrnzl5eURFBTkybBLpZUrVzJx4kSeffZZhg4dSlZWFm+99ZZre05ODpBfPD/++ON899139OjRgwMHDvD22297KuxSwzAMsrOzeeGFF/jrX//KggULAFzFM+T332dlZfHKK68watQohg0bxpw5cxg6dKjaCy6TmJjI0KFDGThwILNmzWLSpElMnz6dL774AqvVysWLF0lLS+Pjjz8mNTUVi8XCkiVLOHLkiFoMLjGZTJw/f55evXrx9ttvs2/fvqv2cTqd+Pj4YBiGa4Dmxx9/JDIy0nUmtKwzm80cP36cJ598ktatWzNgwADOnz/PkiVLSEpKch2gAFSoUIGOHTuyadMmtm3b5uHIpShq1fBChmGQk5PDv//9b/r370+fPn1o2rQpjz32GN999x3vvPMODRs2pGrVqkD+6JW/vz9xcXF8//33rhHqgn7nsu6HH37gwIEDBAQEsHnzZlq1akVAQAAAd911F3Xr1iUxMZFXX32V7du3s2jRIhITE5kyZYoKlUsMwyArK4t///vfDB48mG7dulGrVi0OHjxIjRo1qFy5MjabDZvN5jr1Gx0dzbx58wgLC+Ojjz7CZrOV+fekyWRy9YG3bt2amTNnYrfbady4MSaTCYfDga+vLwkJCSxatIiRI0e6LtBq2bKl6wBZYNu2bfz444/885//xM/Pj+joaA4fPsyFCxdo1aoVNpuNe+65hylTprBmzRo2btzIp59+yvTp06lZs6anwy81zp8/z6effsrPP//M6dOnufvuuwkPD3cNIphMJg4ePMjs2bM5cOAA27ZtY+7cubz22muaj/gyixYtonLlyowcOZKYmBiqVKnC7Nmz6dChQ6E82Ww2ypcvz7x588jNzaV169b6nill1KrhhUwmE76+vpjNZtcIXsFUSlOnTuUvf/kLL7zwAkuXLiUiIoIKFSrw0ksvUbt2bVauXOkqUDR9Vb69e/fSvHlzWrduzQcffMBLL73Ev/71L1fvbaNGjZg6dSpr167lzJkzmEwmBgwYgNVqVR4vMZlMOJ1Ozp07V+jU7NGjR/nxxx+ZO3cueXl5TJo0iebNmwMwYsQIMjIyWLp0qXJ5mYSEBPLy8nj22WepU6cOr7zyCiaTiSeffNKVnzZt2tC4cWNiY2PVbnUdycnJnDp1yjWCHBYWxtmzZ4H8v5n169dn5cqVfPHFF9jtdho1aqRpO6/w7bffUrduXf785z8zZMgQ5syZwzPPPEN0dLRrHx8fH44fP86JEycICAhgwYIF1KtXz4NRlz5Hjx51nTVyOBw0btyYmjVrkpqaCvx6LYNhGDRo0IBJkyYRGRmpKRJLIY04e7Gvv/6aTZs2MWDAACwWC9nZ2VitVrp06cLWrVvZuHEjjzzyCBUrVsTf358pU6aoaC5CTk4O9erVo02bNvj4+PDdd9+xZcuWQiPPALVq1aJx48Y0atQIs9lMXl6e8ngZHx8fkpKSqF27NpUqVeK1115j+/bt/Pvf/6ZHjx6cPHmSDz74gN69e+Pj40NGRgYTJkzQe/IKfn5+VKpUiejoaOrVq0doaCiTJk1yrQIKEBUVRXh4uGvmHLma2WzGz8+PZs2aYbVaMZlMfP755/j4+BAbG+saxTObzTRt2pQ6deqo/aoIERERnDt3jgceeIAGDRqwcOFCTp8+zV133UV4eDgAoaGh9OjRg4cffpj777+fyMhID0dd+gQFBXH+/Hnuu+8+LBYLTqeTuXPn0rBhQ+rUqVNoBB+gSpUqmrWplFLh7IUKjkzvu+8+PvroI7Zs2UKPHj2wWq3k5ORgsVioUKECmzdvpmPHjoSHh9OiRQvMZrMKlCJUrVqVChUqYLFYqF27Nr6+vuzZs4ctW7bQoUMHfHx8ePPNN6levXqhWR/KckvBlQraL+677z4iIiIwmUy0bNmSZ555hrCwMEJDQ2nTpg0ffPABtWrVokaNGjRo0ACLxaL35BUsFgsRERFYrVYsFgvR0dGu4rmgbWP+/Pls3bqVZs2a6TTuNYSEhFCvXj3Xwa/JZGLjxo3YbDbat28PwPz584mLi6N169bqx73k8llZnE4nAQEBrsGCSpUq0ahRI+bPn09CQgJVq1YlPDycFStW8MMPP1C7dm3XbE5l3ZWz21SoUIFmzZoREBCAyWTCbDazdOlS2rVr51oQasGCBezfv5+YmBgPRS3u0De/Fyr4oxQYGMi4ceP46aefGDp0KIDrtE6NGjUwm81kZ2cXuq8KlKL5+PiQl5eHyWTid7/7HX369CEnJ4dx48YxfPhwPvroI60WeB2Xf0EUtBBdWdD5+PhQqVKlq6ZB1HvyapefnvXx8aFv376MHTuWKVOmMHjwYCZOnEjnzp11GvcGChY8ubyQK3j/zZ07l1dffZWBAwcWOrNUVn3zzTcArtFQ+PVzXfBZzsvLc/WF7927l0WLFjFp0iReeeUV1/R9Zb1oLiqPAP7+/gQGBgL5ebx48SKGYRAVFQXAvHnzmDJlCvfcc8/tD1puigpnL1XQK3Xvvffywgsv8MMPP9CrVy927NjBqVOnmDlzZqF5IuXGLBaLazS/e/fuPPXUU2zYsIEzZ86wdetWrFara/U2ub6Cgu7LL78kMTGRc+fO8fLLL2OxWGjatKmHo/M+fn5+rivy9+zZw7Jly1yrg8qNFRQw2dnZ+Pr6smbNGt566y0WL16sPAL79u3j6aefZsqUKUB+wXx50Veg4AzRPffcw7x584iLi+N///sf8+bN07zX3FwefX19sVqt+Pn5MX/+fKZOncr8+fOpX7/+7Q5bbpJaNbzIf/7zH44fP05MTIzrIgKr1UrVqlV54IEH2LFjB6tWrWLTpk1kZWUxe/Zs1/yQZX0U4HKX5/FKl+fprbfewmQysXjxYvXhXsP1cpmRkcE//vEP3nrrLb744gvS0tKYN2+e6wCkrLe6FBykXTk6f62L/RYtWsTChQtZuHChLry6jDt5LPivw+Fg8uTJbNmyhffff1+nxC/x8fGhYsWKLFq0iKSkJFq1auW64PfK92LB53bNmjXs2LFDFwJe5mbymJeXx9q1a1m+fDnr16/n//2//6f3o5dQFeBFLl68yNdff80DDzxAhQoVXB9Ei8VC5cqVmT17NgkJCVitVipWrKie5mu4Mo9FWbVqFfv372flypWa8eE6rpdLu93OwoUL2b17N8HBwVSrVk3vyUsKirrNmzczb948atasSdu2bWnfvr3ri/byA4ukpCR27tzJ4sWLVaRc5mbzWLFiRcLDw5kxY4ZGSC8xDIOQkBC6d++OyWTiP//5DwB/+ctfXCOmVx7knjhxgnfeeYf//ve/yuMlN5NHwzCw2Ww8+OCDvPvuu8yfP1+fay+iEedSquAI9fJRE7PZzJYtW2jYsCFRUVFXXcRhMpkICgrCbre7vjTK+oVDN5vHAnXr1tWUc1f4re/JSpUqERoaqvfkZUwmE9u2bWPIkCG0a9eOHTt2cPDgQQzDIDo6+qpRKn9/f2JjY6lUqZKHIy9dbjaPUVFR9OrVS7M+XKEgT82aNcPPz4958+aRkpJyzRHTgIAAHnvsMe6++24PRl36uJvHy69T6t+/v+viQPEOKpxLqYIPVnJysms1pipVqrB7926WL19Onz59ChUgRZ3aVXvGzecRKPTHzTAMFXqX6D1ZfI4fP865c+fo3LkzTz31FM2bN+fIkSN88803rsVhrixYdPB2tZvJI+S//2w2m96HlylYwGTo0KFUq1aNbt264evre93iuaBHV371W/IYGhpaaKYm8Q4qnEuxTz75hGHDhuHv74/dbic0NJRmzZqxbds2/P39qVGjhhY/cMPN5vHyfCq3hek9eeuSkpLo27cv69evp02bNtSpU4ewsDCqV6/OkSNH2L59O2azmXr16imP13GzeSzq8y35EhISOH78OBs2bKB69ep07doVX19fPvjgA1JTU6/bqyu/Uh7LBhXOpciVH6bs7GxCQkKYN28eu3fv5vDhwzRu3Jjdu3eTnJxM27Zt9eErgvJYfJTL4pWamkpoaCh33XUX27Zt4+LFi3Tt2hXIX9WuRo0ari9eu91OnTp1PBxx6aQ83porD24jIyOpXLkyJ0+eZOXKldSsWZOuXbvi5+fnWvCkoG9cfqU8lk0qnEuJyy8c2LVrF6dPn6Z69eq0bduWtm3bEhwcTFxcHLt27cJisbB06VIaN27sWkpW8imPxUe5LF6HDh1i2LBhVK1alQ4dOnD33XfzzjvvcOrUKR544AEAVzF47tw5HnroIa1kVwTl8eYVHABf3oa2detWNmzY4JoeMiIigooVK3L69GlWrFhB7dq16dKlC06nk7Vr19KtWzf8/PzKdNGnPAqocC4VDMNwFSiTJ0/m7bff5quvvmLmzJm0bNmS6Oho6tevz+OPP865c+fIzMxk//79lC9fnjZt2ui0zyXKY/FRLotfwWncTz/9lCpVqtCuXTvq1q3LjBkzChV9BTnUcrtFUx5vTsEB8NGjRxkzZgwtW7bEbrfzxRdf8Oqrr7pWo4T8EdPy5cuzfft2Nm3aRI0aNejevTs9evRwXeBbVimP4mJIqbFw4ULjgQceMBISEgzDMIy+ffsaHTt2NPbs2XPVvkuWLDFatGhhnDp16naHWeopj8VHufztnE7nVbd99913xujRo41HH33U+OqrrwzDMIxNmzYZ9957r/H888/f7hC9gvJ46/bv3280bNjQaNGihfHwww8biYmJhmHkf77r1atnzJkzp9D+r7/+unH//fcbTz75pHHx4kVPhFwqKY9iGIZRtlcg8LBffvmFnJwc1++7du2iZ8+eVK5cmdWrV3P48GEiIiJ49tln2bt3L4Br/969exMTE8Pu3bs9EntpojwWH+Xy1l0+g8PWrVuZM2eOa9s999zDH/7wB2rVqsXrr7/Ot99+S8eOHRk/fjx79uzhl19+8VTYpY7yWDwMw2Dbtm383//9H8uWLSM0NJRnnnmGM2fO0L9/f8aNG8eUKVN4//33cTgcQP5813/84x+ZNm2aawadsk55FBdPV+5l1caNG41OnToZ69evdx2JTp482VixYoWxbds2o2nTpsbmzZsNwzCM7t27G23atDEeffRRY+7cuUZeXp5hGIYxcOBAY+nSpR57DaWB8lh8lMtbd+TIEWPQoEGukaj58+cbdevWNd5///1C++3cudPo379/oRHTjIyM2x1uqaU8Fq/s7GzXzzt37jT++Mc/Gt27d3fld8GCBUa9evWMkSNHGmPHjjVatWplnDx50lPhllrKoxiGYajH2QPy8vLYtGkTa9euxWq1YrVaufvuu2nevDkxMTHMnj2bBg0a8MQTT5CTk8OpU6eoXLkyYWFhjBgxAqvVyqFDh5g1axbDhw8nLCzM0y/JI5TH4qNc3roDBw7Qp08fUlJS2Lx5Mx07dqRVq1aUL1+eiRMn4u/v77qAqFKlSvzwww/s27ePI0eO0LlzZ8qVK+fhV1A6KI/Fz2KxuGaAqFSpEtWqVSM+Pp5FixbxwAMP0KpVK+rUqcP27dvJzc1l4sSJ1KpVy9NhlzrKo4AuDvQIs9lMWFgYn332GampqaSkpGCz2bjrrruw2Wxs2LCBc+fO0apVK+x2O5s2bWLUqFF0794di8VCXl4e/v7+9OvXjypVqnj65XiM8lh8lMtbYxgGq1evpmXLlrz00kt89dVXri/Tli1bEhoayquvvkq5cuVo2LCh6yKjxo0b83//938EBgZ6+iWUCspjybl81c/IyEiqVavG/v37Wbt2Lffffz8NGjSgS5cuPPTQQ1pZ8TqUR1Hh7AGGYRAaGkpwcLDrCHb79u0EBwdTo0YNUlNTWbNmDUePHmXevHmcOnWKgQMHYjabXbMd+Pj4lPmRFeWx+CiXt8ZkMtGgQQOaN29OYGAgd911F3v37i00EhUWFsakSZM4ceIEn3/+OXFxcYwePZqIiAhPh19qKI8l6/KiLyIigvLly7Nx40YaNGhA5cqVsdlsWinVDcpj2abC2QMKPnCpqals376dF154gbNnz7JhwwZCQkLo1q0bdrudjIwM/P39mTlzJlartdC8uqI8Fifl8tbpNG7xUB5LlslkIjc3F4vFwl133cXKlStp2rQpd999t6dD8yrKY9llMgzD8HQQd7rly5ezdu1aBg0aRLVq1ahYsaJr2wsvvIDZbGby5MlMmjSJo0eP8sQTT9CuXbtCBYnD4cBqtXoi/FJDeSw+ymXJMS5bTWzPnj28/fbb5OTkMH36dIKDg8nMzMRiseDj4+PhSEs35bFknDt3jnXr1hEWFkZSUhL//e9/WbhwIVFRUZ4Ozasoj2WXRpxL2MWLF/nrX//K7t27OX/+PMuXLyc0NJTAwEDKlStH48aN2bp1KzExMXTr1o34+HhWrFhBrVq1Cn0Ay/qonvJYfJTLkqXTuMVDeSwZGRkZrFixguXLl3Py5Elee+01atas6emwvI7yWHapcC5hNpuNNm3asGvXLgIDA2ncuDELFizg2LFjHDlyhBYtWrBu3TpSU1Np1qwZ7du3JzMzk65du2p1ocsoj8VHuSx5Oo1bPJTH4leuXDnatWtH79696dmzZ5m8mLc4KI9ll1o1bpOjR48ybNgwHnvsMRo1akRKSgpvv/02jRs3xmw288UXXzB16lQaNmzouo/6R6+mPBYf5bLk6DRu8VAeRaS00TfgbVKrVi2mTZvG0qVL+fzzz4mNjWXFihXUr18fu93O6dOnOXHiRKH7qEC5mvJYfJTLkuN0OomPj2fq1KmsXLmSGTNmqNj7DZRHESltNOJ8mx06dIgRI0bQumV5tCEAAAD5SURBVHVrRo0a5Zq+69NPP6VDhw7q2XOT8lh8lMuSkZ2dTW5uLoZhaH7hW6A8ikhposLZAw4fPsyIESNo164dTz/9dKH5R/Py8lSouEl5LD7KpYiIyI3pvKsH1KlTh2nTprF8+XLWrVtXaJsKFPcpj8VHuRQREbkxjTh70I8//khUVJQKk1ukPBYf5VJEROTaVDiXAjoVXjyUx+KjXIqIiFxNhbOIiIiIiBvU4ywiIiIi4gYVziIiIiIiblDhLCIiIiLiBhXOIiIiIiJuUOEsIiIiIuIGFc4iIiIiIm5Q4SwiIiIi4gYVziIiIiIiblDhLCIiIiLihv8PTrzoBsOZsIIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Mpf_Figure size 750x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = mpf.make_mpf_style(base_mpl_style='seaborn',rc={'axes.grid':False})\n",
    "fig = mpf.figure(style=s,figsize=(7.5,5.75))\n",
    "ax1 = fig.subplot()\n",
    "ax2 = ax1.twinx()\n",
    "mpf.plot(spy ,ax=ax1,type='ohlc',style='default')\n",
    "mpf.plot(aapl,ax=ax2,type='candle',style='yahoo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### Example 5 - passing external axes into addplot\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "fig = mpf.figure(style='blueskies',figsize=(7,8))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = ax1.twinx()\n",
    "ax4 = fig.add_subplot(2,1,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1NVpSbL+80sCznx3k1W1H2XXiEhVGIxMG+PDyvDEMtqByTU3p4aZlsL8L8ZfySMkuUjocIYQQQhFWSgcgzKN2SaX6SWhTdT8XLXmU8E3rW50YZ+QX8/PJNH4+dYmz6QVAVeH2P90aTG8v87fUNJlMrP3uGHHJOQQHuHH/jQMY5OeClabzvaeaNqwHJy/m8eOxVB6YNFDpcIQQQogOJ4loF+RqC/m19sC0R93PtLxiPvj5dJ01jkN6uGJjpSbmQjaPfLCXu6/rx93X9TVrGaX/7D3LzuMXCfRw5OV5Y3C0szbbtTvajYP8+NeOk+w8dpH7bxyAuhMsKRBCCCHMSRLRLigi7Mpay0qDkcyCErS21r8lbc0nO+GnrySv9lpHBg0ZWlNqKr+4nP/uT2DbkSQqDEb83bTMGhnAjYN88XK2x2QysevERdbvOMnH+86yNz6Np2ePIMi37W02f4hL4eN9Z3HT2rLqzpBOnYQCONlbM76/N3vi0zialM3IQA+lQxJCCCE6lCSiXYzJZCItrwSdPosVX2YRnZRNcVklUJWCOqqtsVdZoVbBPetBhYqKGx7lw19OM7q3B4P8XQk/o2bRgKq1mP/asptzGQWcupTHM58e4OTFXErKDbg42HDvhCBuHdGzzrS4SqVi6tAejO7tyb9+PMHPp9J4/KNfuef6/tx9Xd8WT6EbjCZOXswl6XIRF3OKSM0p5uC5TOysNaxcMBZvnX17/PV1uClD/NgTn8ae+DRJRIUQQnQ7koh2crlFZUQmZJCQXkBiViEXsgopLK2oOe7iYMPw/l6UVhgoKKngbHY5akMFKhUUlAAmMLn1IvzXBMJ/TQC1BoPahqknysFouOp+blpb5o7tzYLQvjjYNv7t46q15bk7RjFhYBr/iDjGR3vPEJmQwR+nD6O/j3OjO9tNFaV8si+F72JTyCwoqXPMwdaKv9xmntFVSzGmjyd21hp+PZ3B47cMlel5IYQQ3Yokop1QYUkF+06nsftkGrFJl6m9Sd1Na8vo3h4M7+XO2D6e9PV2rpPcjPsCcsrAzRZ2za96bsaN4/nTv74gOjGbiFOXwVCB0cqWwT42ONtbE+DuyEA/Fwb5u+DlbH9N5ZFuHOTLsJ6urP3uGFEJmTz64T5cHGwY1tMN6zw3tAYrbPRl/DOilEt5xVScv8y/401YqVW/fa0b/m5a/F217Eq3I7Rf59uU1BRbaw0hfb3YE5/GidRchvV0UzokIYQQosNIItrJJGUV8sePI2tGPQPcHZk82I9hAW709nRC52DT5Ne72kKpoW6Be1VZIVOH9mDq0B58VXolUV033zwxuzna8cr8Mfx08hI/n7zEsZQc9p5Ox4507H47Z1v2b3+wtufBG3pxS3APXLV1q/Cv3wXhZ5uuidoZTRzow574NPbGp0siKoQQoluRRLQTKSqt4IUvD1NYWsFto3sxc2QAvT2drmmEMiIMbv0Gvpt95bmOKK6vUqmYMsSfKUP8MRhNXMgq5L5tORRXmLC3s+Xdm+1wd7Tjgb323DW+4dfTVVuVjuvnhY2Vmr2n03hk6qBOUZBfCCGEMIeuNc/ZhRmMJv72vxgu5hYzc0QAj98ylD5eja+1bEr9uqLmLq7fHI1aRV9vZypcAil07k2lkx/Derrh5+rQLZMwexsrxvTxJKuglNNp+UqHI4QQwgLt2bOH2bNn4+fnh0qlYuvWrXWOr1ixgoEDB6LVanF1dWXq1KkcOHCgzjmBgYGoVKo6j2effbYjX8ZVJBHtJP695zQHz2Ux2N+F/5s2uE3XaqquqKstOFg13ZveXOrfa/o2uKiv+ljNHB2fOoMJA3wA2BufpnAkQgghLJFer2f48OGsW7euweNBQUGsW7eOY8eOsW/fPgIDA5k2bRpZWVl1znv55ZdJS0ureTz33HMdEX6jFE1EzZHd5+bmsnjxYnQ6HTqdjsWLF5OXl9eRL6Pd/XIqjU/3n8Pd0ZYX5442a4H4+iLCwF/bMeswI8Lg6ZFX7pVbBsWVdaffwzd1j0R0fH9vrNQq9p5Ox2RqfYtUIYQQXdOMGTNYuXIlc+bMafD4woULmTp1Kn369GHIkCGsXbuWgoIC4uLi6pzn5OSEj49PzcPR0bEjwm+UoomoObL7hQsXEhsbS0REBBEREcTGxrJ48eKOegntrqCknDe+i8Nao+bFuaNxd7Rr/os6kfbo+tQZOdpZMzLQg0u5xZzPLFQ6HCGEEB2gsLCQgoKCmkdZmXk2QpSXl/P++++j0+kYPnx4nWNr1qzB3d2dESNGsGrVKsrLyxu5SsdQdLPSjBkzmDFjRqPHFy5cWOfztWvXsmnTJuLi4pgyZQqnTp0iIiKCqKgoxo0bB8CGDRsYP348p0+fZsCAzp/lfHUwkeKyShZd34/B/q5Kh9OuGtrR351MGOjDofNZ7I1Po6+3s9LhCCGEaGeDB9ddavfiiy+yYsWKVl9v+/bt3HXXXRQXF+Pr68uOHTvw8LjSLOWJJ55g1KhRuLq6cvDgQZYvX05iYiIbN25s9T3bqtPsmm8ou4+MjESn09UkoQChoaHodDr279/faCJaVlZW511HYaFljkAVlJTz9aELONhaMTekt9LhtLuGdvR3J9f19+Yt1TH2xKfzuxs7/5soIYQQTTt58iT+/v41n9vatm0kZvLkycTGxnL58mU2bNjAggULOHDgAF5eXgAsW7as5tzg4GBcXV2ZN29ezSipEix+s9L27dtxdHTEzs6ON998s052n56eXvOXW5uXlxfp6emNXnP16tU1a0p1Ot1V70gsxZaDiRSXVzJnTCDO9k3XB+0q6u/o705ctLYEB7iTnF1EanaR0uEIIYRoZ05OTjg7O9c82pqIarVa+vXrR2hoKJs2bcLKyopNmzY1en5oaCgACQkJbbpvW1h8Ilqd3e/fv5/p06ezYMECMjMza443VO7HZDI1WQZo+fLl5Ofn1zxOnjzZLrG3RUFJOVsOX8DBxoo53WA0tFp3XzMa0tcTgOgL2c2cKYQQQjTNZDI1ue40JiYGAF9f344K6SoWPzVfnd1XZ/j9+/dn06ZNLF++HB8fHzIyMq76mqysLLy9vRu9pq2tbZ13HQUFBe0Se1tsqbU2tLuMhgoYGVg12h+bdJmw0b0UjkYIIYSlKCoqqjNymZiYSGxsLG5ubri7u7Nq1SrCwsLw9fUlOzub9evXk5qayvz5VW0SIyMjiYqKYvLkyeh0Og4dOsSyZcsICwsjICBAqZdl+YlofbWz+/Hjx5Ofn8/BgwcJCQkB4MCBA+Tn53PdddcpGWabFJZU1IyGKrE2tDtPjyutj5czTnbWxCZlYzSZUHfDAv9CCCGudvjwYSZPnlzz+ZNPPgnAfffdx7vvvkt8fDwfffQRly9fxt3dnbFjx7J3716GDBkCVA3Cbd68mZdeeomysjJ69erFkiVLePrppxV5PdUUTUTbmt0PGjSI6dOns2TJEt577z0AHnroIWbNmtWpd8x/dfC8oqOh3X16XEkatYrhAW7sO5NBYmah7J4XQggBwKRJk5qsM71ly5Ymv37UqFFERUWZO6w2U3SN6OHDhxk5ciQjR44EqrL7kSNH8sILL6DRaIiPj2fu3LkEBQUxa9YssrKy6mT3AOHh4QwbNoxp06Yxbdo0goOD+fjjj5V6SW2WmqPn8wPnu81OeXG1Eb9Nz8ckXVY4EiHMo7t0SBNCXDtFR0Tbmt0DuLm58cknn5gzLMUYTSbWfhtHeaWRR28e0u3Xhi6YGkpJsV7pMDrcyMCqEhoxF7KZF9JH4WiEaLvwTetZtORRpcMQQlggi9813518cySJuJQcRvZyZ+aInkqHo7gSfRGOWq3SYXS4AHdH3LS2xCVnU2kwKh2OEEII0W4kEbUQ6XnFbNgdj521hidnBjdZfkp0bSqVihGB7pSUGziTnq90OEIIIUS7kUTUAphMJtZ+d4zSCgMPTBqAr4uD0iEJhY3sVTU9Hyv1RIUQQnRhkohagIijKURfuMzQHq7cNiZQ6XAshr3WkSJ991sjCrU2LF2QDUui65HNS0KIapKIKqygpJwNu+Ox1qj588xgqRtZy+c7o7B3uLJGVK0C17Z1P+s0fF0c8NHZczw1l/JKg9LhCGFW4ZskERVCVJFEVGEf7TlDQUkFC0L70MPdUelwLJqrLUSEKR1FxxkZ6EGFwcjJ1FylQxGiTUqK9SyYGtro8fDTHRiMEMKiSCKqoPOZBXwTnYSnsx13je+rdDjCwoyoLuOUJOtERefmqNVSoi8CqsqyFeTm1ElMw88oFZkQQmmSiCrEZDKx7ocTGE3w8E2DsLfpdN1WFdfVR1FGVG9YkkRUdCEl+iLS0y7VJKZCiO5NElGF/HwqjbiUHIID3LhxkK/S4XRKXX0Uxd3RjgB3R05dzKOwpELpcIQQQgizk0RUASXllby/6xRqFTw2bYjUDBWNGh/kjdFkIjIhQ+lQhBBCCLOTRFQBn+4/R1ZhKbNH9aKPl7PS4QgLNmGADwB749MVjkQIIYQwP0lEFTC8lxtDerhy38QgpUOxeIse6N79qQf46vB0tuPw+SxKyiuVDkeINrPXOuLj64e9tmOqhEjNUiEsmySiChjd25N/3HsdzvY2Sodi8RYt6d6JqEqlYsIAHyoMRg4kZCodjhBt9vnOKJxd3fh8Z1S732vB1FDeeX1lk6WjhBDKkkRUdErTt8FFfdXHru6G36bn952W6XnRNXTUTIfs0BfC8kkiKjql3DIorqz62NUN6eGGi4MNB85lSpcl0SkV6fV1puK7+0yHEOIKSURFp7Gomy6p1ahV3DDAh5JyA4fPS+950fnYO2g7ZCpeCNFxCgoK2Lp1K6dOnWrTdSQRFZ3GogFKR6CcCQNlel4IJXT1xhlCtNSCBQtYt24dACUlJYwZM4YFCxYQHBzMV1991errSiIqRCcwPMAdJztrIs9mUGkwKh2OEN1GV2+cIURL7dmzhwkTJgDw9ddfYzKZyMvL45///CcrV65s9XUlERWiE7DSqBnf35vC0gpp+SmEaLOmRnql5JVoSH5+Pm5ubgBEREQwd+5cHBwcmDlzJmfPnm31dSURFaKTkOl50RV1pwoYlqT2SG/9xDN8kySi4mo9e/YkMjISvV5PREQE06ZNAyA3Nxc7O7tWX1cSUSE6idG9PbC30fDrmQyMJpPS4QhhFpZWAaM7jgZK4ila4o9//COLFi2iR48e+Pn5MWnSJKBqyn7YsGGtvq4kokJ0EjZWGkYHepCrL+Nser7S4Qhh8VrTxak7JGXTt1lO4i86j0cffZTIyEg++OAD9u3bh1pdlUL26dNH1ogK0V2M6+cFIF2WhGgBc3dx6iqjpbllYGxkUmXB1FAKcnO6RDeqrvLvZUnGjBnDHXfcgaPjlTd3M2fO5Prrr2/1Na3MEZgQomOM7VuViB48l8W9E7ppYVUh2kntJKyh5DV80/p2KcZ/Nj2flVtjcLDR4Oeqxd/Vgd5ezkwc6ItGrTL7/ZpS3Y1q0JChHXrf9tBe/17dyZNPPtnic9euXduqe0giKkQn4uFkRz9vZ05fyiNXX4ar1lbpkIRoVu2WnqUVBrILS/F30yoYUcOUSMKKyypZ+XU0F3OLATibXlBz7NTYXB69eUiHxdKVVS9HcLWFiDClo2mdPXv28Nprr3HkyBHS0tL4+uuvuf3222uOr1ixgs8++4yUlBRsbGwYPXo0q1atYty4cTXn5ObmsnTpUrZtq9odGBYWxttvv42Li0uD94yJianz+ZEjRzAYDAwYUFXY+8yZM2g0GkaPHt3q1yVT80J0MuP6eWECDp3LUjoUIVqk9qjUy1uOcN+7P/POzpNUtLImbleacn37x+NczC1m5ogAvnt6OpsemsjL88bgrbNny6EL/HTiolnu010K89f+3igp1tcsMcgtg5yyzr02Vq/XM3z48Jqi8vUFBQWxbt06jh07xr59+wgMDGTatGlkZV35XbFw4UJiY2OJiIggIiKC2NhYFi9e3Og9d+/eXfOYPXs2kyZNIjU1lejoaKKjo0lJSWHy5MnMnDmz1a9LElHRZXSlX05NqV4nGiXrREUnczQpm4O/vYH66mAiT3y0H1W5/pqv09SGoo78OdDW5G7XiYvsOBrP9i8AACAASURBVHaRAHdHHrl5MDZWGnp5OHFdkDcvzhmNtUbN2u+OcSGrsO2xmrEwv6X+rF0wNZSNb79W87mjVkuJvqjFX2/pyfqMGTNYuXIlc+bMafD4woULmTp1Kn369GHIkCGsXbuWgoIC4uLiADh16hQRERFs3LiR8ePHM378eDZs2MD27ds5fbr5F//GG2+wevVqXF1da55zdXVl5cqVvPHGG61+XZKIii5hwdRQ3nl9ZZdYYN+cAb4u6OxtOJyYJV2WRKdhMpn48JeqX3bP3T6S64O8OZOejzZ5Lw76Sy2+zoKpoZQUN5y8mvvnQHO7y9uS3F3KLeYf3x/HWqPmr7ePxM5aU+d4kK+OpbcMobTCwIqvjlBUWtH6m9Xjagu1l57a2Ng2mVzWT9AstbJAib4IR+2VJR9Fen2TFROuqp+qQBetwsJCCgoKah5lZeYZsi0vL+f9999Hp9MxfPhwACIjI9HpdHWm6kNDQ9HpdOzfv7/ZaxYUFJCRkXHV85mZmRQWtv7NkiSiokuoXtt1Le9+OyuNWsXYvp4Ul1VyPDVX6XCEaJFD57M4nppLcIAbNw7yZcXc0Tw+bQhgwiM7Bo2+ZSP89ZON+sfM+XOg/u7y2lO9bVFcVsnf/hdDcXklD900kL7ezg2eN2NEADOG9yQ1R8+ab45SUl7Z4Hn5xeVEnc3gv78msGprDEs27OEvmw+y41gq+rKKmqYBt/zPRHpeMSsGZ6ArTefX01WPUl0A8+9/uNF4qxO0S7l6Pt57FkPgeMorDW3+e2hvDz7+VKMVEyxl8GLw4MHodLqax+rVq9t0ve3bt+Po6IidnR1vvvkmO3bswMPDA4D09HS8vLyu+hovLy/S05tvlHLHHXdw//338+WXX5KamkpqaipffvklDzzwQKOjtC0hm5WEMirL0J7/DpWhgjLvEVS49gOVvC9qqXF9vdh5/CIHEjIZ0ctd6XCEaJLJZOLfv1RlM/dPHIBKVTUcd9uYQNaccMT+4kHs02NIvnw9AR4tr/nZ0a51qrchZ9PzazYnhfbz4vYxgU2e//gtQziXUUDk2QzuXreL2aN6cfuYQFwcbDmSmMV3sSlEns3AUCtjVgGJWYUcPJeFtUZNiZ0njgYDleX53HPiysjqi8m//WH8gyxc9xO3DO+J0f7KtKvJZKKgpAJDXhZPhacQU91eOPh2Zq0IZ+X90wnpe3ViYyma2jFff2Pa9G2QVlz1sSM3M508eRJ/f/+az21t27YBdfLkycTGxnL58mU2bNjAggULOHDgQE0CWv1/rzaTydTg8/W9++67/PnPf+aee+6hoqLq+8jKyooHHniA1157rZmvbpwkoqJDafQZ6I5+gHPcB1gVXxkBMVo7UuYVTO6Yxynue6uCEXYOY/p4olapOHguk4enDFI6HCGa9OuZDM6k5zOmjyfDAtzqHDM4eJDrOhi33BO88OVh3r7vepzsrRWKtP2YTCa2Hr7A+z/FU2EwMnNEAI/ePLjZBMDGSsPqu0L4LDKBb2NS+HT/Ob6IOo/OwYbsoqppXB+dPRMG+tDX25k+Xs70cNNyIauI3Scv8fPJS1QUZmANGDU2hPTxpI+XE1+et+Keqo3PfPxJOKX9QtkceQ6mPEPAkvVYTX2WW/8eUbOhLAbo6+1M8s6PmX3fo2yJhr9sPsR1Qd48NHkgPdwt9w1ESyjV4cvJyQln54ZHxFtDq9XSr18/+vXrR2hoKP3792fTpk0sX74cHx+fBqfWs7Ky8Pb2bvbaDg4OrF+/ntdee41z585hMpno168f2kZmKFpKElHRYVwjX8Xt4BuoDOUYNXbkD7uPSqce2GbEYpsRi/3F/dhdjCRryusUDH9Q6XAtmpO9NUN6uHIsJYf0vGJ8XByUDkl0M+EbWlaj0WA08e/f1obef2PDtW8LHXvhaCggNSeFVf+LYdWCse1WPzP8NCwa0PAxe60jg4YMvaZOTC2RX1zO2u/i+PVMBg42Vjw9eziTB/u1+Ot1DjY8PGUwi67vz7exyXx96AL5xeVMHuzHjOE9GRHojrpeQhvkqyPIV8eSmwZyfXghuZXW6BzsWL2g6ryv9bB4QtW56ngvbls8hZ3HL/JNdBJJql7Y2mjwcLQjscSOYo0TGtcevLdYx+yNj7B2wfts/+df6Tn3WfafySDyTAYh/byYMzaQUYEeLRpdEx3DZDLVrDsdP348+fn5HDx4kJCQEAAOHDhAfn4+1113XYuvqdVqCQ4ONluMkoiKDmF36QDukauptPcgb/T/UTDsdxjt646M2Kfsxed/C/Ha9Sc0xdnkhj4NLfyBVt3Kz69nQHuEb5HG9fPiWEoOBxIyua2Z6T0hzK2lxcL3nErjwuUirg/yZoBvw7UKUako8xrKKOciDp/P4q3vj/HYtCHY1tvA02AcTSTEu09coteC59gceY5ATycCPZ345LQdiwbU/blSWFLB9pgkHOe/SoCjHZMG+5FfXA7Y1JxTVFqBUeuOSp/dbEy1HTyXyevb48jRl9Hfx5nnbh/V6hqqjnbW3Bnal3khfTAYjdhYNf73U/33olapMNo6Y4CqOfsGVP/93T4mkNtG9+LWG0bxza9V9SPHfVE1SuhWb8ZYk5vE+vtv4Me4FL48mMiBhEwOJGTSy8ORh24aVFPdoyPZax3Jyrx6xK+rKCoqIiEhoebzxMREYmNjcXNzw93dnVWrVhEWFoavry/Z2dmsX7+e1NRU5s+fD8CgQYOYPn06S5Ys4b333gPgoYceYtasWTV1QZui1+t59dVX2bVrF5mZmRiNdTfLnj9/vlWvSxJR0f5MRjx2Pw1A5vR3Ke59c4OnlfScwMUF3+K3ZS7ukX9DU5zF5Zv+3qK1o5/vjOLW0KFma+XXGYT09WTj7ngOnJNEVFiu72KrFiLec0P/pk9UqXlx7mge//evfH80hbjkbP40M5jggLproE2oUHFlPWRDCbFJY83r3x4l4mgq4MTZ3fFXDqqteLrIhYF+Ovr56DiWnMP3R1MorTCgVkFytp7YpGze/uE49rZuYDIy7y09ecXlcNPTqArS+DYmmSlD/YHGE8HSCgPv7zrFtugkVMBd4/ty38QgrDVtXwuvUavQqJtO0lvbVUilUqEytGyHvkatYsaIAKYP70n0hWy+PpRIVEImf/38EPPH9eb3kwaa5fW2VPXvga7q8OHDTJ48uebz6q5H9913H++++y7x8fF89NFHXL58GXd3d8aOHcvevXsZMuRKU4Tw8HCWLl3KtGnTgKqC9o3VJa3vwQcf5JdffmHx4sX4+vqabeRb0US0qS4BFRUVPPfcc3z33XecP38enU7H1KlTefXVV/HzuzKlERgYSFJSUp3rPvPMM7z66qsd+lpE45xOhGOXEYu+9y2NJqHVyr2CSb3rB/y/ugOXoxtQmQxkTVl71cioq23dj91Rb08nPJ3tiE3KpqzC0KLRIyHMoblWmNUuF5YSm5RNb08n+vvoGjzH1RZKDVUfXbW2vPP7Cby76yQ/xKXy5CdRzB4VQF8vZ05dyiP+Uh6lM1eiuRRHUWkFjnbWNTvZq+M4n1VE2Q3/R8TRVHq6aXnk5sHkFZdzIauQxMxCDiUXEH3hMtEXLtfE4GRvzdyQ3tw2uhcFJRU1aysv5v42+ulgw9AerpyMPYTRox9vfn+MjT/HU+ngz/ZoRzyd7fF0tqO80khccjZxyTkcS8lBX1aJj86eZ2aPuGptrNIWmbFDsEqlYnRvD0b39uBYSg7LPovhiwOJHEvJ5a+3j8S3HZcO1R8Rr93F61p0ht8pkyZNwmQyNXp8y5YtzV7Dzc2NTz75pFX3//777/n222/b1Fe+IYomotVdAu6//37mzp1b51hxcTHR0dE8//zzDB8+nNzcXP74xz8SFhbG4cOH65z78ssvs2TJkprPHR0796LprkRVVoD7vpcwqa24POlvLfqaSpc+pN71I/6bp6OL+4AK557khdTtd9tZW7SZk0qlIqSPF9/GJnM0Oduid6+KrqWlrTB/OnERE/w2etiwiLC66zad7K15albVGso3vz/GN9HJNedq1CqoKMXQYxQPb9rL8rARNTvZM/KLYcgMJq+OQOXsy6RBvjx5azAOtnV/zc3YZuKjSaXEX8ojIT0fL2d7pg7rUVPH083RjvtvHMDvJgaRllfCA79Y8+XtVZunZr/zEEatB9OfWscPcakYsy/wVkTDr8vFwYbZowJ4cPJAtLaWt/mqsXWybTWspxvW/SYwuuIoUQmZPLxpLzcO9GV4LzeGB7jj6Wzf7DXKKw2czyzkdFoeqdl60vNLyMgvJquwlAG+Ltw3oT+D/Kt299cf+W1tb3n5ndI8V1dX3NzM/4ZK0UR0xowZzJgxo8FjOp2OHTt21Hnu7bffJiQkhOTkZAICrqwFdHJywsfHp11jFa3jduA1rIqzyB39WFWJphYyaL1Ju+NLenx2Mx77XqLSqSdFg+a3Y6SdU0g/T76NTeZAQqYkosLi7DpRVai+uY05DSVFY/p4snHJRL6JTkKtUjHQz4X+PjrumXkj2X7XkRF0I09+EknlwJnYePRk0b92Q59JqAyVPD5tCGGjezU4dahSqfBytsfL2Z6JA30bjUmlUuHn6oCq3kSDWn+Zx28Zyv03DmDeVzk8MrCEy4WlZBWUYjKZGNrTjeAANwLcHTt0005LN491BJWVDa/cPoYthy7wwc/xfH80he+PpgDg6WSHg60V1ho1NlZqrDRqrNRqrDQqNGo1ufoyzmUUXNX+Va2qWiN7+HwWh89nMa6fF6f+u6pFI/MN6Y77CtrqlVde4YUXXuCjjz7CwcF8o9ydao1ofn4+KpUKF5e6C97XrFnDK6+8Qs+ePZk/fz5PPfUUNjY2jVwFysrK6nQvaEtHANE469wEXKLfodLBs2rj0TWqcO3Lpds24//lbLx/eASDow8lPSe0Q6Sd16hAD6zUKg6ey2pxLTghOkJSViHnMgoI7umGt675UbCG2NtYsSC0b53nvvhxH7eGDuWF5/7E69vjyOs/kUqgr5czNwf7s+mphdz2fPusFS/S6/H0qipz42hnjdrZm9tGt8utrllr14S2F5VKxdyQ3swaGcCpS3kcTcrmaHI2CRkF5OrLqDQ2PsXcw03LQD8XBvjqCPR0wsfFAU8nOzRqFZFnM/lozxkOJGRCyBIee/JvfPLMndccX3fcV9BWb7zxBufOncPb25vAwECsreuO9EdHR7fqup0mES0tLeXZZ59l4cKFdWpuPfHEE4waNQpXV1cOHjzI8uXLSUxMZOPGjY1ea/Xq1bz00ksdEXa35r7nRVTGCrKvfwGjbcPrw5pT5jeWjFs34rPtHny2LSJl0S9UuvQ2c6Sdl72NFcMC3Ii5kM3FHH2nr+UnOq/6ZZF2nbgIND0t3xah/bzZ8OBE7vr9I6x/+62a7kQflLVfdzV7B61FJi711+y2dA1vY65lnWV1G1RX24ant22tNYzo5X5V4w2jyUSlwUiFwUilwYTBaKTSaMLBxgpHu8aXMlwX5E1ofy/2xafzSvguNu4D9Zh7KK0wXNUmVZhX9R4ec+sUiWhFRQV33XUXRqOR9evr9oZdtmxZzZ+Dg4NxdXVl3rx5rFmzBnf3hjvOLF++vGa3GcDFixcZPHhw+wTfTdlkHsXx3HbK3AdROGRRm66l7zeL7BtexGPfCnRHN5F940rzBNlFjOvrRcyFbA6cy5JEVCiiuivNx6erkhGjycSuE5ew1qibnP5uK1dHWzTJBxttkdlYnLW75zRVVxTMu6mnvTS3Zrf2hrCWuJaR1dwyyKlVBL6lHYrUKhU2VpomS1A19bUTB/liu28dQb9/nTiG8ufwKF6ZNwZXx5bvNmrtxqbu6sUXX2yX61p8IlpRUcGCBQtITEzkp59+arYDQWhoVd/YhISERhNRW1vbOm20CgoKzBewAMAt8u8A5Ix/BpopM9IS+SMexC1qDU7xX5I94SWzXLOrCOnrxbu7TnHwXCZzQ2S0WHS8+l1pTqTmkpFfwvVB3hbVJal+nPUT6IY0lqQq1RKyJepPO9ffENaeOrJDkaqsiM8eCmXoQ2uJZwiPfriPHm5a8orLKSgpB+DmYT24Y2wgrrZ2wJVkXF9WwdhZi4hKyCCnqIycojIcbKyYIz9DO5xFJ6LVSejZs2fZvXt3o4llbTExVUV4fX3b7124aFrt0VB9/9vMck2TjRP6vjNxOv0l9im/UNLrpma/pqN+8Cqtp7sWH509cck5lJRXYm9j0f+tRTew6/hv0/JD2mda3lyuNWmqPYKmVEvI1uqKPwvttY706RWAb89eTJo1k68PXyCrsBS1CpztbSitMPBZ5Dm+OpjI1KF+jB3qRfylXB79MIeE9HzqL1MNcHeURLQJBoOBN998k88//5zk5GTKy8vrHM/JyWnVdRX9jdVUlwA/Pz/mzZtHdHQ027dvx2AwkJ6eDlTVwbKxsSEyMpKoqCgmT56MTqfj0KFDLFu2jLCwsDq76kXHqh4NreqMZL5ixoWD7sTp9Jc4nfq8ZYnoma75w7c+lUpFSF8vtkUncTQpm9D+zfcMFqK9VBiM/BKfBmorQvt3rUoOlrQZSCmWtNu8euT3i52RACy8vh8atapqI5lKRVFpRU1L1Iijqb81OKjSx6uqtq27oy2uWlvcHe3wdLZT6qV0Ci+99BIbN27kySef5Pnnn+evf/0rFy5cYOvWrbzwwgutvq6iiWhTXQJWrFjBtm3bABgxYkSdr9u9ezeTJk3C1taWzZs389JLL1FWVkavXr1YsmQJTz997Tu0hXnYZMb9Nho6kKIg8y5sLg68iUoHTxzPbiNryhuYrBtvk2fJ02btIaSfJ9uikzhwLlMSUaGo3ScuUVhSgdq1R6vW/zXEkkoTdRbttf7x851RFvvv4aqtuz60uiXqnLG92X3yEklZhQzyd2VYTzd0Do1X1hENCw8PZ8OGDcycOZOXXnqJu+++m759+xIcHExUVBRLly5t1XUVTUSb6xLQ1DGAUaNGERVleTsYuzO3qDUA5IY+Y9bRUADUVhQNmIdLzDtoE76laNCCRk/tbNNmbTWilwfWGrWUcRKKUpfm84+IY6jVamw9A8123fYqTXStm3g6k/ZMFJVMQluTBFtr1Ewb1qOdIuo+0tPTGTZsGFDVOCg/Px+AWbNm8fzzz7f6uh3XBFZ0eTaZcTgmtM9oaLXC35JPp1Ob2+X6nZWdtYbhvdzJyC8hObv9ytcI0Ri1oQz7tMOUVRr588xhGFpZsq2trmUkMCIM/LXdY9akvbjagoNVxyXz4ZvqVs6Rne8dp0ePHqSlpQHQr18/fvzxRwAOHTpUZwP4tZJEVJiFzeVT+P5vIWD+taG1lXmPpNwtCIekn9DoM9rlHp1VSB9PgKpCz0KYWfiGKwmAvdaRQUOGYq/9rVyY0YBn1hHUlaXMH9dH0dGnjhqtaygBCz/dIbe2KO2dzNf+vqtdH7WaJS4R6KruuOMOdu3aBVTVcH/++efp378/9957L7///e9bfV1JREWb2Sf/gv/mW7AuTCF39GMUBc1pv5upVBQOuhOVyYhj/Jftd59OqHpjSORZSUSFeS2YGso7r6+sSQA+3xnFN5HH+XxnFCaTCdus49iV51Lp4MmDkwea/d71k4/alBoRaygBCz+jSCjtqqNHPOurPQJaXS+1RC+zPkp49dVX+ctf/gLAvHnz2Lt3L4888ghffPEFr776aquvK4moaBOnk5/ht2Uu6vJCsia/RvaNq6Cd1ycWDqzqOS/T83X5uWoJ9HTieEoOufpusjhWdIjGEgCTycTG3fHYFKRSYaWlxGckGrV5//83l3woOSJWu9j99G1wUV/1sStRcvlC/Tch1Tv2a0bihaJCQ0N58sknCQtr2zeHJKKiVTRF6Xj98CjeEQ9jUluRFhZO/siHOuTelbpelPhfj13mUWwzYjrknp3FDUHemIDIs7JsQbQvk8nE+z+dYnPUeYxWdmR6hYDG/MXrLTn5qF0errttkOwI9d+EfL4zCmdXN4tss9odZGdn1/w5JSWFF154gaeeeoq9e/e26bqSiIprU1mGy8E36fXhaJxPhFOhC+Ti/G8p7ntrh4aRN+oPALjveR6aqa7QnVw/wAeAfafTFY5EdGUmk4l3dp7iiwOJeOvsKe4xnkorh3a5lyQfyusMbU5F+zl27BiBgYF4eXkxcOBAYmNjGTt2LG+++Sbvv/8+kydPZuvWra2+viSiokXUpbnoot+h10cheOxbAcDlG1aQdN9BynxHd3g8+n6zKfEfj0PKXhzORwCyexKgn7cz3jp7Yi5koy+raPb87ri5QrSNyWRi/Y6TbDmUiI/OnjcWhWKyNm8S2tz3pfxf71jdoTGIaNzTTz/NsGHD+OWXX5g0aRKzZs3i1ltvJT8/n9zcXB5++GFZIyraj236Ebwi/kDgewPx/PlZrPKTKBi8kKT7j5AXsgysFFrBrlJxeeIqADz2PA+GCtk9SVWXpeuDfKgwGDl0LqvZ8+tvrpDEtPuovRv5WhxLyeHrwxfwcbHnjXvG4+Ni/pHQ5jb9yP/1uix5+YLo/A4dOsSqVau44YYbeP3117l06RKPPvooarUatVrN448/Tnx8fKuvL4moaJQu+h16/HcKzic/xWjnQs64p0h6MI7M6e9gcPRROjzKfEdTOGAeNrln0cV9qHQ4FuOGAVWdlX49c+3rRLvirl/RsPr1GFvqs8hzACy9ZSjeOntzhiRaSZYviPaUk5ODj0/V73xHR0e0Wi1ubm41x11dXSksLGz19SURFVczGXHf8wKePz+L0daZ9JkfcuHB4+Rc/xyVzsr3F64te8KLGDW2uEWuRl2ap3Q4FmFIDzd09jYcSMikvNKgdDiiCzE6+XDwXBZ9vZwZ+1vdWiGuhcy6dE71u/WZs3tfm1p8JiQkcO7cOSZOnIi9vb20FuwKDOV4/fgYzqc2U+HoT9qcryj3GKR0VI2qdA4gf9QjuB56C9eDb5A98RWlQ1KcRq1ifJAXEUdTiU3KJqSvl9IhiU4g/HTjawGrp36db6nqJX3n+D6d8md9V27pqaRr2cwUfkbWnHZGv/vd72q6J5WWlvKHP/wBrVYLQFlZ20pFtGpENDs7m6lTpxIUFMStt95a0/LpwQcf5E9/+lObAhLKUVUU47v1LpxPbabMfRCpd++w6CS0Wm7Ikxjs3XGJeRdVWYHS4ViEG4Jk97y4Nk0ty/h8ZxRO/n2p9B2Gj4s9Nw7yrXNc6aLnLdVQTUzZEd52tRPL5jpO5ZbVrbUqI6SW77777sPLywudTodOp+Oee+7Bz8+v5nMvLy/uvffeVl+/VSOiy5Ytw8rKiuTkZAYNupKo3HnnnSxbtow33nij1QEJZajKCvDbeif2F/dT4j+etNs+xWjnqnRYLWK01VHU/zZ0cR9glxFLScBEpUNS3KjeHtjbaNh/JoMnppvMXmRcdD+GvhMxmmD+uD5o1HXHMCLC4NZv4LvZCgV3DeonnjI6Z14NfS/UHgU1murWWpURUsv34YftuwejVSOiP/74I2vWrKFHj7r9hPv3709SUpJZAhMdR12Sg/+Xt2F/cT/FvW7i0pwtnSYJrVbqMwoA24xohSOxDDZWGsb28SKvuJyTqblKhyM6uVx9GcaAsbg42DA9uGeD57TnyKI5yzV1ZNIjo33mJ6W7up5WJaJ6vR4Hh6tLdly+fLlmDYHoHDTFWfh/MRu7jGiK+s7k0m2fmb0mYEco86mqZWqXfkThSCzHpMFV06cf/HIaoxT9F23w9aELoLHmjrGB2FprGjynPRO8zlquSapQmF9n/V4QjWtVIjpx4kT+85//1HyuUqkwGo289tprTJ482WzBifZlnXsO/89uwfbycQoHzCV91kfK1QVto3K3ARittdimy4hotQkDfBjZy51jKTl8Ey0zFd3NgqmhzB4/tKZPN9QdoSsp1tc51pjsolK2HrmAvY2GsFGB7RCp6Mqmb5O2p6JprUpEX3vtNd577z1mzJhBeXk5Tz/9NEOHDmXPnj2sWbPG3DGKdmCXso8en07BJu8c+cH3kzFjQ7v0ie4wag1lXiOwLkxFo5c+61D1BnHZrcHYWqnZuDuejPySOkXMp2+Di/q6GwdE11GiL+LUieM1fbqh7gido1Zb51hj/vXjSYrLKrl7fD+c7Dvxz4gO1p3/f9VeppFbVrUuVLTdnj17mD17Nn5+fqhUqjptNSsqKnjmmWcYNmwYWq0WPz8/7r33Xi5dulTnGoGBgahUqjqPZ599tqNfSh2tSkQHDx5MXFwcISEh3Hzzzej1eubMmUNMTAx9+/Y1d4xdjnX2aXy+uRd1SY4i93c6EY7/V7ejLs3j8o2ryJryJqgbnm7rTEp9RgLIqGgtfq4O3D9pACXlBt76/hif1CpinlsGxZVXRiu68y/O7q6xf/uohAz2xKcR6OnE/NA+ygTXSdX//9WdtGWZhqyrbZxer2f48OGsW7fuqmPFxcVER0fz/PPPEx0dzZYtWzhz5gxhYWFXnfvyyy+TlpZW83juueeavXdFRQX3338/58+fN8trqa3VdUR9fHx46aWXzBlLt+F6+B84nv0fthkxpIV9QrnX8I65scmI26+v4HZwLUYrBzJmfYS+38yOuXcHuLJONBqYoWwwFuSOMb355VQah85noekxqub5+jUVu/Mvzu6uoX/7kvJK/hlxAhXw5IxhWGuubdxCyiKJhqhVoLOp+vP0bZBWXPWxuqRW7V301fVr/XpaViMVpcyYMYMZMxr+3abT6dixY0ed595++21CQkJITk4mIODK36GTk1NNp6SWsra25uuvv+b555+/9sCb0aoR0Q8//JAvvvjique/+OILPvroozYH1dVlTn2LvBEPY12QTI9Pb8bp+Cftfk9VeRE+2xbjdnAtlVpfLt75fZdKQgFKf0tEbRvZsNRd32lr1Cr+fGsw1ho181dqQgAAIABJREFUhqGzydVXZRsN1VQUnUtr+8W3xLP/+oLMghJmjQpgcI9rr6LR3UrydJZaqkpztb3yM6e5N7/SurRt8vPzUalUuLi41Hl+zZo1uLu7M2LECFatWkV5eXmLrnfHHXfUWQ5gLq1KRF999VU8PDyuet7Ly4u//e1vbQ6qy9PYcPmmv5M+YyOoNHj/+H94/vgY6tL2KbNjVZBMj89uwfHcdkq9R5GyaDdl3iPa5V5KqnQOwGDvjl1GNDSwS7w772Dt5enE3df1BRsHwn9NUDqcVmkq6equbzKupV/8tWwaOZuez4liR9wdbXlg0sBWRtc64achTd/5/k3rv7GTxLRhTY2Ud8flQYWFhRQUFNQ82tqlqFppaSnPPvssCxcuxNnZueb5J554gs8++4zdu3fz2GOP8dZbb/Hooy2rRNCvXz9eeeUV5s2bx+rVq/nnP/9Z59FarZqaT0pKonfv3lc936tXL5KTk1sdTHdTNGg+5Z5D8Nl2D7rjH+N49htyQp8mf/iDbd69ri7NwzYjBrv0I+hi3sWqOIvCAXPInLYek7W9mV6BhVGpKPUZjTbxRwINieQga9pqmz+uD//ZEc326CTmj+uNt65zlekK37S+0dItUhT7avWnNVuahKbm6Hnl62hQqfm/aUNwtOvYDUqLBnSNf8/OVOS/IzX179odlwcNHjy4zucvvvgiK1asaNM1KyoquOuuuzAajaxfX/fN6rJly2r+HBwcjKurK/PmzasZJW3Kxo0bcXFx4ciRIxw5UnfmUaVSsXTp0lbF26pE1MvLi7i4OAIDA+s8f/To0WZfiKir3GMwKff8guuht3A58i88f/kLLrHvcXnCy+j73wbX0s/ZUIHz8f/gEvMeNjl1hxOyx/+F3NCnr+16nVCZ9yi0iT8ysjyaaM2VRLShtUjdjb2NFZozu6gMvp3/7D3LU7M6aG2yUMTnO6O4NXToNU1rakpyePyjwxSWVKBO3M+EAbe2Y4SiO3C1hfyWzfx2SydPnsTf37/m87bWYq+oqGDBggUkJiby008/1RkNbUhoaFUJt4SEhGbzt8TExDbF1phWTc3fddddLF26lN27d2MwGDAYDPz000888cQT3HXXXeaOscsz2TiRc/3zJN1/hIIhi7DKT8Z3+334bLunZaWITCa0Z7YS8NE4vHY9iXXeOUq9R5E3fAkZ09/lwu9jyB3/TJdPQuHKOtFRZXV3znfHd9oNKY/fjboklx3HUknKKlQ6HGFBHPQXsb94gMKSCuzP7qB4z4fcefN4pcMSnVxEmCxPaIqTkxPOzs41j7YkotVJ6NmzZ9m5c2eLBgZjYmIA8PX1bfF9ysvLOX36NJWVla2OtbZWjYiuXLmSpKQkpkyZgpVV1SWMRiP33nuvrBFtA4OTP5m3rCdv5MN4/fgYjue2Y5+6j6zJf6do0IKrE0mTCfukn3Dfv6qmo1DhwPlkX/dXKl2uXjrRHVS3+hxZHg2da+a5Qzja21EZ/yMVI+/k33vOgM1opUNqkQVTQykp1isdRpdkMpmwyTmHU/ZpTCo1L8wZxWv3P0N62iUGDRmqSEyy4757qF+5QzStqKiIhIQra/wTExOJjY3Fzc0NPz8/5s2bR3R0NNu3b8dgMJCeng6Am5sbNjY2REZGEhUVxeTJk9HpdBw6dIhly5YRFhZWZ1d9Y4qLi3n88cdrNqWfOXOGPn36sHTpUvz8/Fpdj7RVI6I2NjZs3ryZ+Ph4wsPD2bJlC+fOneODDz7AxsamVYGIK8q9hpN6909kX/cc6go9PhEP0ePTKbhG/R3btCNgNGB/YRf+n03Df8sc7NKPUBwwiZRFv5Bx68Zum4QCGB08qHAOYHhFLBqTed6tdXb1N/loUmMI9HBk7+l0jMV5Vw4YKlAZKzo4uobV7wpUoi/CUatVOKquxwT/z959h0dVZg8c/97pk2Qy6Q0SeidAkF4kKgIBwY4IoiDiru5P1wXdFVfBXdeV3XV1FdeGuKjEggoIqCgqTQHpRQKhE1JJnSSTZDLl/v4YiQaSkDa5k8n7eZ55IFPeewZjcuYt5/Dmd0fR56fiVOkoaz+cq3tGV+0vNfoHKBJXa98fepFIqN1q+3cQlTsaZs+ePSQkJJCQ4K6ZPW/ePBISEli4cCHp6emsXbuW9PR0BgwYQHR0dNVt+/btgHvZ/6OPPiIxMZHevXuzcOFC5s6dywcffFCv6y9YsICDBw+yefNmDAZD1f1jx47lo48+avT7anQdUYDu3bvTvbv4P80j1FoKhz2Gteskwr/5A8bMnRiy9xK6/VlcGj9UjjIAytqPpnD4nyiPHa1wwN6jIuoqTMWr6e08RgbKzOh4i6ljh5F7IafaIR8JmdljerDo070E5h3m6U/9OJljwVRUTgASDlM0h893oG/7YCSFtnNc7Ap0cUbO6B9A7oWmd8zKK6ngg+0nSS+wYrM7sTmcOJwyw7tFMH1kNwy19FH3RTIS9n638PGPZ3BpjGSHDyHQ4E48G7O/VLicryTUTVXXv4NI1usvMTERuYaKMBfV9RjAwIED2bmz8f9Pr1mzho8++ohhw4ZV+93Qu3dvTp061ehx652Izps3j2eeeQZ/f3/mzZtX53NfeOGFRgckVFcZ1puMaV+hKUnHePY7/M59izH9Byqir6JwmEhAa2KLGojp+GqG2Pey2ksS0eRUZX4p1TaTOKJ7JD1jgjiWWcT3lmL0GhVOQxCyvQJtSSZ/eC+TjuEmbhrUkXHx7dBpqido5/JK2HI0i54xQQzuHO7RhDWz0Mqkhe/ywb+fQJblRl3LZnfyya7TfLD9FBV2Z7XHJOBMbgmbUrL4/YS+DOoc3kyRK2/GnJqrDFQ6nFReNR1XTD/iQv1JMQ3F4fLRahotSCRVDSeS9dYjNzeXiIiIy+63Wq1N+h1Q70R0//792O3uZbt9+/bVelGlZlB8ncPUnpL4uymJv1vpULzexQNLg+37WM09Ckfj5m3laCRJ4ulbr+JIeiEdwwNoHxLAiE8lCipchDtyudp4jj2nc/nPl4d5Z+txbh3SiRsS4sgotPLB9lP8kJrNxc/eXSIDmT6iK6N6RKFWNd///+WVTuw9xjHnza3YnS4YOpvfLNvGnSO6cnXP6Hpfa+fJHJZ8dYQcSzl+Og1zr+3JuPj2GLRqdBo1VpudpZuO8eWB8zz+4S6u7RPDg2N7E+Tf+jeu1VTuqrTCzl8+3Ysrph9SUTov/H4W077VU14m9uo1lTf9Py4IzW3w4MF8/vnnPPTQQ8Av+d7SpUsZPrzxBxvrnYhu2rSp6u+bN29u9AUFwdNsEf1xomKoo+YOS4JbmMnAmF6XnJSUVDgDIll8eyTpBVY++fE0Xx1K561Nx3hv23FsDhcAcaH+3JDQgT1nctl1KpdnVu8jymzE7KfD4ZSxO124ZBl/vYYAgxaTQUtMsD83D+pIcEDd2Y4syzij4xn7whYc3a/DpFNzz7DuLPtwNafpxbNr9vNOyHEW3DiAHtFBdY61+3QuCz/eiyzLTBoQx6yru192/UCjjvkT+zGub3te/PIQ3x3JZP/ZfOZPimdY18iG/8N6MclRwbwVuzh9oQRV3kl0u98lyP83ouZlK6TUKovQdj333HNMmDCBlJQUHA4HL730EkeOHGHHjh1s2bKl0eM2+LCSw+FAo9Hw008/NfqiguBJsi6AFG0f4h1HMLs8063KF13aCaZ9iD/hneNJ/t01TBveBYNWQ/doM4tuGchb94/hliGd+PsdQ3jt3lGM6RVNjqWc1CwLpy4Uk1VUVvX13jN5bD6axfvbTzLztU28vfkYpRWXH4qSZZkfjmfzwNvfUznoLjIt5ajP7mD5bxKZNrwL2h+X8/qcUVzdM5r0AiuPJu9k/9m8Wt/PyRwLf13l/jDyt6mD+cPE+DqT4Pi4EF6fM5rpI7pgKbPx5Mo9/OfLw5RXtp5Db3V1n1LZSvA7/wOnL5RwbZ8YdDvfRnK08XpmrVhb7hQnKGPEiBH88MMPlJWV0aVLF77++msiIyPZsWMHV13V+AosDT6spNFo6NChA06n88pPFgSFbNWPId5+mFEV3wOen+ZJXlp71x9vUmq1Eh5R8yzfhimXz7K4txQYuO+antx3Tc2tHrtFmXnq5oEkqVysnwwqSapasql0OLFWOCipsPP98WxW7jzF+9tPsW5fGtf0jiHAoMWoU6NVq1i55QAFDneiqMo5ytq/zeX2cX/C7Pe3qmt1jTSz8JaBjJ86G1vCbTzx0W6c7RLI0URVa1ZwobicP3+0m/JKJ39Iimdo18v3NdVEp1Fzb2JPhnaNYPHag6zfn8b+s3n8/Y4htAvxnlP7lQ4nt989l9Kgbtw2YQyfbHDPRiQve5VJ0+ewfn8aGw6dp6LSiVatQqtR4VdkQ5Kd3DGsM3Ou6cmNi8XPcEEQGiY+Pr6qfFNzadSp+SeffJIFCxawYsUKQkJCmjUgQWgOWw1j+F3pK1xt24KnE9GpY4eReT6Nzz56t+qUsbcmpkY//zpPQjdlqU9SqVBfssai06jRBagJDtAzPawrkxM6sPLHU6zefZa1+85dMoKeIV3CmTmqG4vueYaxg16oak95KXXabhb89e/8/bMDONP2og7ug8URwvl8FRLw9Kp95JfamD6iK5MSrlwf71J92ofw5n2jeXVjCl8ePM8TK3fz8t0jMPvVXZ7OJctkFFg5mlnE0YxCTuYU07d9CHMSe6C59B+nEXIs5azff44v9p/H2vdWdECRy8ETH+1iZPcoHP1uYfp/v6PS4UKrVhFo1FLpcGGtdICkoiKsJ3Ov7Vjj2OKgjSAIdSkuLq7xfkmS0Ov1jS7f2ahE9OWXX+bkyZPExMTQoUMH/C85lbtv375aXikILWOHfgR2NFxd0fh9K/VVbi29rPh3XX3R2zKTUcucxJ7cNqQzZ3NLqLA7Ka90UG538tIf7+PvT3wF1K980Oie0Tyr1/LYh3sIKTwChTD7jV8eH9u3HbPHND67Muo0zJsYj1olsX5/Gos+2cM/pw+9rILARVabncc/3MXRjKJq9x/NKOJ4VhELb7nqiolsbVLSC1n542m2H8/GJYNBq0afsRdrQS66rkPZdUrDrlO50HEodmsxs64fyOSBHapdb+jHdV9D7DcUBKEuQUFBdR5Ib9++PbNmzWLRokWoVPX/4N2oRPSmm25CkqQr1qy6kq1bt/Kvf/2LvXv3kpWVxerVq7npppsAd6uqJ598ki+++ILTp09jNpsZO3YsixcvJiYmpmqMwsJCHn74YdauXQvAlClTWLJkCUFBdR9iEHybVRXATu1gRtt3cKYkE4i54muElmP209G/Q/X2c0ssGQ0eZ2CnMMpih+MqOI9BcjIu1kWlw8mOAn/mT+rR5CoekiTx0Pg+ZFvK2XM6l+c/P8SCKQMuG7fS4eTpT/ZyNKOInjFBDO8WQa+YYNqF+PH854fYfzaf/1v+A8/cPoiO4aZ6Xdsly+w4nsPKH09zJN2917ldiD83DuzAuH7tCTBMYOKwvnz+/suczCnmoT8uZPFTj/HkrEnc9ZeDTXrfgiAIl1q+fDl//vOfmTVrFkOGDEGWZXbv3s0777zDk08+SW5uLs8//zx6vZ4nnnii3uM2KBEtKyvjscceY82aNdjtdq677jqWLFlCWFhYg98QuGtP9e/fn9mzZ3Prrbdedq19+/bx1FNP0b9/fwoLC3nkkUeYMmUKe/bsqXre9OnTSU9PZ8OGDQDcf//9zJw5k3Xr1jUqJsF3fKNLZLR9B37ntwB3Kh2Oz7nY9ailip7/uiZmeZmVqWOHsfKbnbj0ZgpCzITo4c/uz7FMXAfNVZterVLx1M0JPPLuDr47kkmU2cjsMb8kuS5Z5l/rD7H/XD4DOoTy9zsGV5s1fe6OIbz2TQqf7T3Hw+9s5/5rezKuX/taZ1bBPQO65OufOJHtXgqLjw3h9qGdGdYtAtWvkuAZcx5EkiS6RZnRnviW2656iadcYu+ntxIn3etWU8vP2mrhCi3vnXfe4d///jdTp06tum/KlCnEx8fzxhtv8O233xIXF8ezzz7ruUR00aJFLF++nBkzZmA0Gnn//fd54IEH+PjjK6z51CIpKYmkpKQaHzObzWzcuLHafUuWLGHIkCGkpaURFxfH0aNH2bBhAzt37mTo0KHAL/WsUlNT6dFD/B/fVgXr4QfDGLA+h/HcZpRMRCeshawyqh2m8QXl1tIWvd6vtzoE+PvXen1P/Hv767U8e8dgHlr+A+9vP8WWY9lMGhDLuPj2fLDjFJtSMukcYeLpW6+6LMHUqFU8NL4vHcJM/HfjEf6z4Sfe3XaCmwd3ZPLADgQYtFXPLSy18dbmY3x1KB2AoV0juGtkV3q1C64xroZs/wjWg6WyEW9eaBYXvy/fS23c96W37jtvTjWVEfP199ya7Nixg9dff/2y+xMSEtixYwcAo0aNIi0trUHjNigRXbVqFcuWLWPatGkAzJgxg5EjR+J0OlGrPd8az2KxIElS1bL7jh07MJvNVUkowLBhwzCbzWzfvr3WRNRms2Gz/VK2pKSkxLOBCy1uwxS4ce1VuIr98UvbQnCUTIVTqvZJu6VmJwptUOZw/yk0v0tnUTz17x0RaOSfdw7lrc2p/Hgyhze/O8ayzak4XTKRZiN/v2NItaTyUlOu6sDAjqF8/OMZvj6czrLNqST/cJIgPx1qlYRKksgrraC80klMsB8PXt+7WeuYXvwlf1FdFRSE5lfT92VDfgaJfeeC0tq3b8+yZctYvHhxtfuXLVtGbGwsAPn5+QQH1/zBuTYNSkTPnz/P6NG/tJQcMmQIGo2GzMzMqiA8paKigscff5zp06cTGBgIQHZ2do3tpiIiIsjOzq51rOeee46//OUvHotV8A5Te+god47E/8zXfDv6BNf/0L3aJ21v63YkNE5NZac8pUO4iWduH0ReSQUbDp7n8wNpOJwyi6cNIcxkuOLr24cG8IeJ8dxzdTdW7znLxsMZlFTYcckyTpeMXqtm9pgu3D60c41L93XNihn9A4iKjqm10sBlz79CBQXB8xr7Myg5FbKs1b/vfWUJW1Rv8F7PP/88t99+O19++SWDBw9GkiR2797NsWPH+OSTTwDYvXs3d9xxR4PGbVAi6nQ6Lzuer9FocDg8W/DZbrczbdo0XC4Xr75avWBzTYcRrtSPesGCBcybN6/q64yMDHr37t18AQteYUYPKC8dg/+Zr/E7txkQP+F8VUt/oAgzGbhrVDemj+yKyyU3uDRTSICBOYk9mZNYc23W2tQ1K1afSgPil7xvmNHj8iTWV2ZLxeSA95oyZQqpqam8/vrrHD9+HFmWSUpKYs2aNXTs2BGABx54oMHjNigRlWWZWbNmodf/sr5ZUVHBb3/722olnFatWtXgQGpjt9uZOnUqZ86c4bvvvquaDQWIiooiJyfnstfk5uYSGVn7kpNer6/2HmqrjSW0fmVxiQAY07aA6n5lgxF8jkqSUKmbdjK/JTXkl7yvzLAJgtB8OnbseNnSfFM1KBG95557LrvvrrvuarZgLnUxCT1x4gSbNm0iNLR6uZfhw4djsVjYtWsXQ4YMAeDHH3/EYrEwYsQIj8UltB6VYb1xGMMwpm9DHeugkRXLmqSmk6Di9KxQH79eip86dhjFhQVV1QI8zVdm2LxFTT8H6qul/9sLQm2KiorYtWsXFy5cwOVyVXvs7rvvbtSYDfqt/L///a9RF6lNaWkpJ0+erPr6zJkzHDhwgJCQEGJiYrjtttvYt28f69evx+l0Vu37DAkJQafT0atXLyZMmMDcuXN54w13Jev777+fG264QZyYF9wkFeVxYzClfkof20Gg8f1w6+vSXxo1nQRtqf2pRv8Aci9cvmrgCYW2lqsM4OmDNt7wQeHSjl01NU4QWo+afg40hdhmIbS0devWMWPGDKxWKyaTqdoWSEmSGp2INr3nXBPs2bOHhIQEEhISAJg3bx4JCQksXLiQ9PR01q5dS3p6OgMGDCA6Orrqtn379qoxkpOTiY+PZ9y4cYwbN45+/frx3nvvKfWWBC9UHjcGgOFlm5UNxEOSU2t/bOU3OzH6tUyPdJfcvCfV61oa9vRBm+TjHhu63i4mni1dJktoGRPWQobV/eeVrPxmJ4HBIdW+55X+oCS0PfPnz+fee++lpKSEoqIiCgsLq24FBQWNHrfl1yl/JTExsc7uTPXp3BQSEsKKFSuaMyzBx5T9nIgOLd8GzPf49epzaKQ5+cLp/5qWHsXSsODLRFk3obXJyMjg4Ycfxs/Pr1nHVXRGVBBagiOwAy6diQ6Vp5ptzF/PQl4sm2P0D2i28T3FWw+giNm/luet3wttRbAe/DSX7x0XBG81fvz4ap0tm4uiM6KC0CIkCXtgHNF5xzjrcoCq6d/2v56FbOkZ0KYQs4y+rSHJpfheUJaSe8cFoTEmTZrEY489RkpKCvHx8Wi11Rt4TJnSuAMCIhEV2gRHYBz6vCNoSjNxBNav4HdDiNklUElg/lWZYW848NPWiOSyZakqitBfOOi+5RxAVuspGP4nHOaOSocmCM1u7ty5APz1r3+97DFJknA6nY0aVySiQptg/zn51FjSGpWIXqnPs0gA3EuMYnbHcxraOUnwIFkmdNsigva8jET1swwBx1dTMHwBRQMfBHXtLV8FobW5tFxTcxF7RIU2wWF2//LWFqc16vXJy1698pMU0JCTt83N6B9AqdVa9bUoJ+NZK7/ZyQOPPtkqtoD4NFkmbMufCd7zEk7/SCz953Dh+pdJu2srF659HlQawrYtJPb9a9Dn7G+2y4pVF8FXiRlRoU2omhFtZCLaVJ5K0pQ8eXtxb+xFLTn72VZ/KYuZd4XJMqFbnyRo33+xB8aRcft6HOYOVQ9XRvTH2mUS4Zv+SMDJdcR8ciPn7t2Py+huxtKUnwPiv72ghJdffpn7778fg8HAyy+/XOdzH3744UZdQySiQptg//mXhdZyTpHrt2SSdqVtBL7Ak+9vwlqwVHpseKG1+jkJDd77So1J6EVOUwzZU1YQ8v1fCdn1b0J2/ou8a9wtES/9OSBWEVqO2noB/9NfIqs0yGq9+6bSIMlOkF0gu3DpTJR3vE7pUL3Kiy++yIwZMzAYDLz44ou1Pk+SJJGICkJdLu4LbezS/K9NWAtZZS3XRaihkpc1TyLq7e/TUy6dXRaHrgR95m5Cv/8LfunbsJtia01Cf61wyDwCf3oP88G3KEq4H0dQ58ueI76vWoZUWUK7D8ehs5yp83m2sD6cF4loNWfOnKnx781J7BEV2gSXPogSVWCzLM3XZzncF5aOW/J9enMtVm/osiQoQ5d7hKjP7iT2w7H4pW+jPGYYGVOvnIQCyLoACkYsQHLZCf3hmRaIVqhN+LePorOcobTrZHIT/0He6L+SP+LPFAz7E/nDnyB/xJPkj3wKS8JvlA61Tlu3bmXy5MnExMQgSRJr1qypesxut/OnP/2J+Ph4/P39iYmJ4e677yYzM7PaGIWFhcycOROz2YzZbGbmzJkUFRW19FupRsyICm2DJJGhiaNHyVFoplqidfHk0rE3Lb03JY5fv4/WVItVaBv8Tn9F9Gd3IslObGF9yR+1kLJO4+BX/bWvpLjv3QTtfRVT6iqKBv4ftuirPBixUJOAlI8IPPohttCe5CS9iaxt3q5ALclqtdK/f39mz57NrbfeWu2xsrIy9u3bx1NPPUX//v0pLCzkkUceYcqUKdWK0E+fPp309HQ2bNgAwP3338/MmTNZt25djdecN29eveN74YUXGvGuRCIqtCHp2jh6Vv6EpiSjXjMatQnWQ4WzekeUljJ17DAyz6fx2Ufvtvqkrbm2EAhCc1OXZBC5wT07ljP+NUp6TwOpEQuIKg35o/9C9NrphG1bSMbt62tNZMXe5OanKTpNxLfzcKn15Exc1qqTUICkpCSSkpJqfMxsNrNx48Zq9y1ZsoQhQ4aQlpZGXFwcR48eZcOGDezcuZOhQ4cCsHTpUoYPH05qaio9ely+V2T//vpVfpAa8AHtUiIRFdqMDO0v+0SbkojW1BGlpVxshdmrT98aH6+xZ7sPbBMQhBbjchD1xX2oKwrJH/kkJX2mN2k4a5eJlLcbjjH9e/zOfEVZ5wk1Pk/0nG9mTjtRX9yHyl5K7jX/ojK85p+ZvsxisSBJEkFBQQDs2LEDs9lclYQCDBs2DLPZzPbt22tMRDdt2uTxOMUeUaHNyNAoW8KpJdTUs72xs4419cIWBF8XsvOfGDO2UxaXSOHg+i9L1kqSyBvt3iMatnkBkr2s6WMKVxT6/dMYsvdi7ZyEZcBcpcOpVUlJCcXFxVU3m615PpFUVFTw+OOPM336dAIDAwHIzs4mIiLisudGRESQnZ3dLNdtDDEjKrQZVTOiFt9NRJuTJ2d+a5q59VaFtrZXOaCtMqZtJXjnP3H4hZOT9Cao1M0yri1mMMV97iLwyApCv/9rVTknwTNMKR+6y2yZYskZ/98G7ettab1796729aJFi3j66aebNKbdbmfatGm4XC5efbV6M5aaltBlWa51af2WW26p93VXrVrVsEB/JmZEhTYjXetejtcU11xLNHmpd3ZPao2u1PGppplbb+WSqy+bJqe2zHWN/gH06tPXKysJ+Bpt/jFCtv+dqM9nAZCT9CZO/8hmvUZe4t+xB7QjaP9rGM5/f8Xnt9T3ma/RZ+8lfOPDuDRGsm5Mrmom4K1SUlKwWCxVtwULFjRpPLvdztSpUzlz5gwbN26smg0FiIqKIicn57LX5ObmEhlZ8/f7xdP19bk1lpgRFdqMdE3dM6Li8EzzUbLjU1MF6+s+NJJ8vGXqP3r7THGrJ8uYD75F4MG30eenuO+S1OSPWkh5h2ub/XIuvZkL45bQbtUtRH79O9Jm/oCsq/1DRkt9n/kSdWk20Z/NQOW0kT1xGZUR/ZUO6YpMJlO1ZLEpLiahJ06cYNNKZuECAAAgAElEQVSmTYSGVk/Chw8fjsViYdeuXQwZMgSAH3/8EYvFwogRI2oc83//+1+zxFYXkYgKbUaJOgin3lzjHtGpY4dRXmat4VVtW1vs/HJxS4Lgw2QXYd89RtDBt5CRKIsdTWmPWyjtOgWXX5jHLlve8Tos/WZjPvQ/QrctIu+6f3vsWm2Ow0bUuplorFkUDn6E0p63KR1RsystLeXkyZNVX585c4YDBw4QEhJCTEwMt912G/v27WP9+vU4nc6qfZ8hISHodDp69erFhAkTmDt3Lm+88QbgLt90ww031HhQqTa5ubmkpqYiSRLdu3cnPDy8Se9LLM0LbYojMA5NaQY47dXuL7eWEuDvX+Nrfr2fsa0RMzKCz3E5iNjwAEEH36LS3Im02XvJvH09xf3u9WgSelHe1c9gD4wj6OBbGNO2ePx6bYX58HKMWbuwdrye/JELlQ7HI/bs2UNCQgIJCQmAu8ZnQkICCxcuJD09nbVr15Kens6AAQOIjo6uum3fvr1qjOTkZOLj4xk3bhzjxo2jX79+vPfee/W6vtVq5d577yU6Opqrr76a0aNHExMTw5w5cygra/whPJGICm2KPTAOSXa5k9F6qvEkehucKRQ8T+wL9DCHjaj19/xc4LwXGXdswB7cpUVDkHUmLoxbAkDwj/9q0Wv7MlPKhwDkXvuvZjtk5m0SExORZfmy2/Lly+nYsWONj8myTGJiYtUYISEhrFixouqU/ooVK6rKO13JvHnz2LJlC+vWraOoqIiioiI+++wztmzZwvz58xv9vkQiKrQpVT3nm3hyvq3OFIoDXZ71yuHaD3gJTaMtPEW7T28k4OR6KiITyJj6Bc6AKEViKY9LxBbaG+P571GXZikSgy/RFp7CkLOP8ughOII6KR2Oz/r0009ZtmwZSUlJBAYGEhgYyMSJE1m6dCmffPJJo8cViajQptjNvl9L1FOmjh3Ga8//rVm2KHhzb/m6XKkaQFNdekJfaAZOO8G7/k3su8MxZuygLC6RjNvW4jKGKBpWac9bkZAJOL5a0Th8genoSgBKe01VOBLfVlZWVuPp+oiICLE0Lwj1MaM7OALdJZxW7k7zaELhi5qz5NLKb3YSGBzS6k6Gt+ZqAG2R7sJBYpMTCf3+r8gaAxfGvkTmrauR9c1zSrkpSnq4e4Wbjn2qcCStnCwTcGwlsqSmpPvNSkfj04YPH86iRYuoqKiouq+8vJy//OUvDB8+vNHjilPzQpsxowfYc90zouG2NMq0IqFoSclLW095LLEHuPULOPoxEV//HypnBaXdbiT3mn8qthRfE0dQJyqiBmHI3oOm6AwglpQbQ5+9D13RaaydxrXIYbO27KWXXmLChAm0b9+e/v37I0kSBw4cwGAw8NVXXzV6XDEjKrQpDlMsAHHOmovaC55Rn2X9GXOaJ0ltjtakLbkHWOy7bWYuJ6Hbnibqy/sAyE5aSvbkd70qCb2o5OcSQ6ZUMSvaWKZj7mX5kp5iWd7T+vbty4kTJ3juuecYMGAA/fr1Y/HixZw4cYI+ffo0elwxIyq0KS6Du5ZonKP17BFtTTOJtbm4rN+rT99an9Nc79GTrUk9QTRSaD6SrZioL+fif3oDjoAYsqYkY4saqHRYtSrtfjNhW54g4NinBAc/qnQ4rY/LQUDqp7i0/li7TlQ6mjbBaDQyd+7cZh1TzIgKbY4jMI5oZyZauY72OR40YW39twQ05wGhtqShS+tKzUqKRgrNR229QPuVE/E/vYGKqEGcn77Jq5NQAGdAFOXtR6HPT+G7ESlsmKJ0RK2LX9pmNGW5WLtMQtbWXAdaaD75+flVfz9//jwLFy7kscceY+vWrU0aVySiQptjD+yAGhftXfWvJdqcCm3u09H10Zp6snuThi6tJy9TJhGtq5GCUH8ayznafTQefe5hSrrfRMbUz71yKb4mFzsABRyrXv5GpxZ1Za8k4OjHAJSI0/IedfjwYTp27EhERAQ9e/bkwIEDDB48mBdffJE333yTa6+9ljVr1jR6fJGICm2O4+cSTh2dtS/Pe+svgEvLHjXHfkilNNee0KZqy52zfIEuL4X2H45HV3QaS797yZn4NrLGoHRY9VbabQqySuveJyr/8gn19i5tt15xfUh2KwEn1+MwhlHW4Rqlw/Fpf/zjH4mPj2fLli0kJiZyww03MHHiRCwWC4WFhfzmN79h8eLFjR5fJKJCm2MPrEcierylommYS8sebZgC7fxplUt63rIvUsw6t17a/FTafZSExppFwdA/knvdC62uq47LEExZx7FoLWfRZ++tul8koXUzHfsElb2U0h63gkocd/Gk3bt38+yzzzJq1Cief/55MjMzefDBB1GpVKhUKh566CGOHTvW6PFFIiq0OXazu5ZoXYmoINSkNc9A+6LgPS+jthWRN2oRBSP/DJKkdEiNcvH0fODhdxSOpJWQXQTtfQUZCUvC/UpH4/MKCgqIinJvdQkICMDf35+QkF8aQgQHB1NSUtLo8UUiKrQ5DnNHAOIdKcoG8rOGbgO4dEnbG2te+mrC1ppnoH2NVFlCwPHVOPzCKbrqIaXDaZLSrpNx+EdiOvoR6rJcpcPxen6nv0JXcBxrl0nYg7sqHU6bIF3yIe/Sr5tCzGcLbU5laE9yVBGMtW9GJ9sAZbOl5OMNW4a7dEnbG5fwWlsJJaH1CUhdjcpuxdJvNqi1SofTNBo9lgH3E/rDMwQeXEbh8MeVjsirBe95GYCiwQ8rHEnbMWvWLPR69+/KiooKfvvb3+L/80FLm61pnWHEjKjQ9kgqNhrHYZJLGWH7QelomlVr7eEuuKkk35tF9pTAIysAKO47U+FImoel3724NEbMB5YiOSqu/II2Sp+1B2PGdsqjh1ARM1TpcNqEe+65h4iICMxmM2azmbvuuouYmJiqryMiIrj77rsbPb6YERXapK8NE7jLuoJx5V8B1yodTrNZ+c1OJg7r2+p6uAtuwXoxi1wf2vxUjJk/UhE9GHtoT6XDaRYuYwglfaZjPrgM09GPKI6/R+mQvFLVbOggMRvaUv73v/95dHxFZ0S3bt3K5MmTiYmJQZKky+pQrVq1ivHjxxMWFlbV0/RSiYmJSJJU7TZt2rSWegtCK7XFkIgNHePLv6xWMkUQGspbS335Ml+bDb2oaOCDyEgE7f2v+LlUA03RafxPrqMyqDPWLqKTkq9QNBG1Wq3079+fV155pdbHR44cecX6VHPnziUrK6vq9sYbb3giXMGHlKpMbNaNoqPzHNoCL63VJLQK3lrqy2c57ZhSPsCl8aOk+81KR9Os7MFdsXZJQleQit/Zb5QOx+sE7X0VSXZRdNX/tboyXULtFF2aT0pKIikpqdbHZ850f9o9e/ZsneP4+flVlRYQhPr6XDee8ZXf4X/mq8seK7S5W3EqcTo6OdU7DyA1lDee5hdaP/8zX6Mpy6W493RkfaDS4TS7ooG/I+DUFwTtfYWyTtcrHY7XMKZtIfDICpzGUEp6T1c6HKEZ+cRhpeTkZMLCwujTpw+PPvroFetZ2Ww2iouLq25NqX8ltF6f68YB4H/68kTUJde/H3xzmrAW/rnf/Wdr5wvJNIgDRN4m8Kf3AN9blr+oov1IKiL645e2meCd/0JVXqB0SIoLPPQ2MatuQXLayLv6b8hao9IhCc2o1SeiM2bM4IMPPmDz5s089dRTfPrpp9xyyy11vua5556rOu1lNpvp3bt3C0UreJPTms6kanpgyNhBoNaldDiAO/ktcyiTBAs1+7/4lpsZF7PIdVOXZuF35msqgzpT0W640uF4hiRRMGohslpH6Pa/0XFpb8I3/h5tfuM717RaLgdhmx4n4ps/IGuMZN34ISV9xGyor2n1p+bnzp1b9fe+ffvSrVs3Bg0axL59+xg4cGCNr1mwYAHz5s2r+jojI0Mko23UV8bx9ChJZVRUBV+c91M6HMELteTMrq/MIntK6A/PIMlOivvNbrVdlOqjrONYzt53hMBDb2M++Bbmw8sJPPwOxfH3kD9qES5jyJUHaShZRlNyHv2Fw2iLTqOqLEWyl6KqLAXZhUsfiEsXiEtvQmW3oik+j7b4PJqSdHA5kTUGZLUeWWPEaQzB4R+FMyAKR0A0DlM7HKZYHKZ2yBpDvcLRWM4SsfH3+KVtxh4YR9ZNH1EZJn5P+6JWn4heauDAgWi1Wk6cOFFrIqrX66sKswIUFxe3VHiCl/naMIGHS15mTHS5SEQFwYsZMncReCSZSnMnLAN8v62j0z+CwuGPUzj4D5hSPyVkx3OYDy8n4MRn5I96muK+M9EUp6HPPYz+wmHU5bngciLJLpBdqCqLUZcXoKooQF1RiKzS4dKZcOkCkHUByNIvh31Udiu6vCOobZYGxymrtMhqHZKj3H3tK70vY6j7ZgjBZQjGbmpPWadxlMdd7U5SnZUE711C8I5/onJWUN5uONmT38PpF97g2ITWwecS0SNHjmC324mOjlY6FKEV2KUfilNv5uqoEtSSKJcieF7y0lcv644lXIHLSdh38wHIu+Yf9Z5V8wkaPSV9plPa/SaCd71I8J7/EPHN7wnf9BiSs/KKL5dVWpyGIFT2UjSlmUiys8bnOfwjsUYPpjI8nsqQ7j/PgAbg0gaAJKGqLEVVWYLKVoys0WM3xeEIjMXpHwHSz7v8XA4kexmaslzU1hw01mzU1mw0JRlVs6eakgy0lrPoflWtJOjgUlxaf8o6XIuu4Di6glScejMXEp+lOH62OCHv4xRNREtLSzl58mTV12fOnOHAgQOEhIQQFxdHQUEBaWlpZGZmApCa6i7YFxUVRVRUFKdOnSI5OZmJEycSFhZGSkoK8+fPJyEhgZEjRyrynoTWxSlpKOs4lqDUT+kfcuUf6s0hWA+WlrmUUA8Xu1HFxMa1yPWSl4lEtKECD72N4cIhSrtMpKzzeKXDUYSs9aNg5J8p6T2N0K1Poc89TGVoL2wR8djC++EwtQeVyj3TKalw6QJwGkKQdaZftjHIMpKjApXdvdxeNbZK2zzL/SoNsj4Quz4Qe3CXOt6MjOQoQ11egC4vBf9Tn+N/egMBJ9cBUNLzdvLGPIvTP7LpMQleT9FEdM+ePVxzzTVVX1/ct3nPPfewfPly1q5dy+zZs6sev1ioftGiRTz99NPodDq+/fZbXnrpJUpLS4mNjWXSpEksWrQItVp8ghLqp6zTOEypnzI8smXa6l3sw96WtHSy1xBN6UY1YS1kldW/1NfUscMoLixg6thhovtVPanK8gj94RlcagN5ic8pHY7i7MFdyL7x/ca9WJKQtUacSp86lyRkrT8OrT+OwFjKOo8nV3ahz96PrNZSGdFP2fiEFqVoIpqYmIhcR/eIWbNmMWvWrFofj42NZcuWLR6ITGhLKqIHAdAzyK5wJN7N6B9Arz59G9XH3ldbjza0ykG5tZTsrEx69ekLuP9Ncy/keDDC1i/0+6dR2yzkD1+Aw9xR6XAET5FU2KKvUjoKQQE+t0dUEBrKbu5EmUOiV1Al5UoH48VacxLprU0CLiboQs20hScx//QednMHigb9XulwBEHwgFZfR1QQmkyl5mSJgXb+TlQVRUpHI3jApW04k5e+qkwgQoMEHvofAIWD/yCKmAtt3tatW5k8eTIxMTFIksSaNWuqPb5q1SrGjx9PWFgYkiRx4MCBy8ZITExEkqRqt4vbHpUiElFBADqMuRMAXe5PCkfiu2bM8Z4DOsnLRCLq9Rw2Ao+8j0sbQEnP25SORhAUZ7Va6d+/P6+88kqtj48cOZLFixfXOc7cuXPJysqqur3xxhueCLfexNK8IAC2iHgA9LmHqYgdpXA0TeNNCd+v+cpJ8St1P/LWbQCtTcDJdagrCrDEz3Kf/BaENi4pKYmkpKRaH58509329uzZs3WO4+fnR1RUVHOG1iQiERUEwBbuPqWpzz2scCRN5ysJX31pis9jOpKMujwfdUURKlsRjoAYcq97wSP1B6+UZCYfF4locwg8tByA4n6zFI1DEDyppKSkWlOdSxvueEJycjIrVqwgMjKSpKQkFi1ahMmk3Ic9kYgKAlAZ1hunC/QXDikditBA4d89hv/pLy+7v6xDItbuNysQkdBU2sKT+KVvoyJyALbIBKXDEQSPubS9+MXylJ4yY8YMOnXqRFRUFD/99BMLFizg4MGDbNy40WPXvBKRiAoC7mLRZ0s1dNYcA2cloFM6JKEeNJaz+J3eQGVwNy6MW4JLH4S6LId2n9xI8O7/YO1202U9yb2tlqe3bqVQUtVsaPwsReMQBE9LSUmhXbt2VV97ejZ07ty5VX/v27cv3bp1Y9CgQezbt6/WtuieJg4rCcLPjhVpkVz2aq3nBO9mPrgMCRlLwm+oaDecyrBelMclUhaXiCHnAMbzl9cZvljLs9xaqkDEl2trWymuyGEjMEUcUhLaBpPJRGBgYNXN04nopQYOHIhWq+XEiRMtet1fE4moIPzsaJF7FrQl9ole6cCLcGWSvYzAw+/i0pko7l29/Ejh4EcACN79HyVCE5og4OQ61OX5lPS8TRxSEgQPO3LkCHa7nejoaMViEEvzgvCzo0VaAPQXDgN3Vt3vifaU4jBL0wUc+wS1rYiiAb+5LGEpj0ukIqI/fuc2MX/lATJcA+rdhlNQVuDh5YA4pCQIlyotLeXkyZNVX585c4YDBw4QEhJCXFwcBQUFpKWlkZmZCUBqaioAUVFRREVFcerUKZKTk5k4cSJhYWGkpKQwf/58EhISGDlypCLvCcSMqCBUuTgjqsutfmBp5Tc7CQwOUWQ/4cUkuDFtNX2aLBN04E0ALAPmXv64JFH086zoPfkvNagNZ0ME6yFE7/5TaDp1SQZ+57dhC48Xh5QE4RJ79uwhISGBhAT3/xvz5s0jISGBhQsXArB27VoSEhKYNGkSANOmTSMhIYHXX38dAJ1Ox7fffsv48ePp0aMHDz/8MOPGjeObb75BrW7+CiP1JWZEBeFneRVqHH4R7hnRcPmyQy6eUmij1tk6X+3R3lSGzJ3ocw9T1uFa7CHdanxOabcbqTR34kbLGjobn6JI37nW8Rp7YEjMsDavgJPrASjtIaodCMKlEhMTkWW51sdnzZrFrFmzan08NjaWLVsu3zevNDEjKgi/YguPR20rIsaZ0WLXdMmema3zZeb97k4gRQPur/1JKjVFgx5CjYvHK5bUOWspDgx5h4ATawH3hwhBENoGkYgKwq9UhvcFIN7e+gvb+yp1SSYBJ9dhD4yjrNO4Op9b0ns6Dr8I7i1bzrZe61ooQqEx1GW5GDK2YwvtjT24q9LhCILQQkQiKgi/Yotwd1jqW9lyiahK+mWPYbAe/DRiz2Fdgva/huRyYOl/3xU7J8laIzkTl+KUNER+MQdD+g8tFKXQUP4n1yPJLqzdxH4HQWhLRCIqCL9iC3f3nI+3t1yHpWD9L3sNN0yBdv7V9x6Kgue/UFsvYD6wFKchGEu/2fV6TXlcIo9GvonkrCT6szvpbq70cJTVJS99terv4vBZ7fxPuGesS0UiKghtikhEBeFX7MFdcWmMLTojemlN0cu+FvsXqwTvfhGVo5zCQQ8j6wPr/boNppvJvfZfqG0W3hqdCwWnPRLfhLWQYXX/eVHysl8SUSUrMHgzVUUhfue3UBnUmcqw3ld+gSAIPkMkooLwayo1lWG96eQ8S6y2uOpuT85KXlpTVNQYrZm6NIvAg8twGMOw1HVIqRbFA+ZSMPSPhBtd8MoQXh6eh//Jz39u6do8Cm1UKxX163aiQu38T29Acjncy/ItVK1CEATvIMo3CW1SsB4qnDXvxbSFx2PI3sv6QYepwF3kV8xKKi/4x3+jctooGPwUsq5xS9sFI57gzTfe5PHEQK5vnwZrp+M0hlIRORCHKQaHqT0OU3usXSbiMgQ1OeaL7UR79enb5LF8mX/VaXmxLC8IbY2YERXapJr2Yl5U0W44AAHH17RwVEJtNMXnMf/0Dg6/CCz95zR+IEliZWY00f/I476dcRT3uQvJYcP/7EbMh98hdPuzRH71AB3+N5DAA0vB5Wi+NyHUSKoswe/st9hNsdgiByodjiAILUzMiAptVm393ku73Yj+6z8RmPIB+aMWNXr2TWg+wT8+j+SspHDIPGStX5PGWvnNTpKXvsqMuQ9yAbhw/cuorTloSjPRlGRgyNqF+cBSIr57FPPBt8gf9TSVoT2Q1QZkjQGXLgDUuuZ5YwL+Z75G5bRR3G2yWJYXhDZIJKJCm1XbXkxZa+Roh7sYfuYVTMc+priep7PbMlVZHkH7/ktleDxlHa/DpTc329iG9O0EHlmBwz+62f5bVNtqoVLjNMXgNMVgix6EtfuNWAbMJXTbIkzH1xDz2bRqr3Uagsm68YOqmXOhaapOy3edrHAkgiAoQSSiglCDmMR74cwrmA8uozh+lpipuYLwzY9jOvYxALJKQ3m7EZR1GkdFzFBsEf2QNYaGDyrLBO19hdBti5BkJ/mjFzVunEZwmDuSc8M7WNK3E3gkGVVlCZLThmS34nd+G9Fr7iDjjq+oDOvVIvH4LJcDv7Pf4jCGUREzVOloBEFQgEhEBaEG9uAulHW4Br9zmzBk7aYiZojSIXktfdYeTMc+pjKoC9YuSfif3oDf+a34nd8KgKzSYgvvS2VYb1waP2SN3p1QShpABtkFgNMYSmVoDypDeiBr/Yj46v8IOLUep95MzoTXKesyscXfW0X7EVS0H1HtPvO+1wjf/DjRq24l486vcZjat3hcvkKfvR91ZTElPW67YnMCQRB8k0hEBaEWln5z8Du3icCDb4lEtDayTNiWJwDIG/MsZV2SyB/zLNrCkxjTNmPI2oshazeGnP0YcvbXf1hJhSS7qIgcQPYN7+Awd/TQG2g4y8AH0FizCd79H2I+vYX0OzbgMobU+/WiQcEv/NI2A1DWIVHROARBUI5IRAWhFtYuSTgCYjAdX01e4nO4jKFKh+R1/E98hjHzR8pir6as84Sq++3BXbEHd6W4/32Au2C51nLOvbztqEByVoLLDpIKcG970JRmoStIRZufitZyhrJO48kf/XSLLcc3RP6op1FbLxCY8j7Rn91Jxh1f/vxerkyUAvuF37lNgLv7lSAIbZNIRAWhNioNlvhZhO74O4E/vUfR4EeUjsi7OGyEbVuIjETemGfr3EfrMgRjMwS3YHDV1VYhodEkiQvXv4ym+Dx+6dswnt9GedyYZr6Ib5MqSzFk7aIyuCuOwFilwxEEQSGijqgg1KE4/m5klQbzober9jIKbkEH3kBrOUdJnxlURvRTOpw6eaRblVpL0aCHADAdSfbABXybMWMHkstOmZgNFYQ2TcyICkIdnAHRlHa9AdPxNQSkrqK0521Kh6QMWcb/5Dr0OQdQVxSishXhf2YjLo0f+SOfVDo6xZR1vA6HfxQBJ9aSd+2/gOYrW+XrxLK8IAggZkQF4YoKhz6GjEToD880a1/y1sSU8j7R62YSsuvfmA+9jSl1FVJlKfmjFuEMiFY6POWoNJT0ugOVo5yA1NVKR9OqGNM2I0sqymNHKx2KIAgKEjOignAFleF9Kek9jcCUDzAfWo4l4X6lQ2pR2sKThH/3GC61gQsTXsVuisNlCMJpDG3QaXFfVdxnBsF7XsKU8j6oZykcTeugtuagzztCRdQgXIYgpcMRBEFBYkZUEOqhYMQTyGodwTv/gVRZonQ4LcdZSeQXc1DZreQlPktpj1uxxQzGHtJNJKE/s4f2oCJqEMbMH+lqP6F0OK2CMW0LAGUdrlE4EkEQlCYSUUGoB0dgHEUD7kdTnkfwnleUDqfFhP7wDIacA5R2uYHifnOUDsdrFfedAcCdVnFoqT6q6oeK/aGC0OaJRFQQ6qlwyHycejNBe5egtuYoHU6TaYrPYz6wFNNPK/A/sQ5j2lb0WXvRXTiELu8o/sdXE7znZRwBMVwYt0S0Oa1DaY9bcakN3FH2ISrZqXQ43k2W8Tu3CZfGj4rowUpHIwiCwhRNRLdu3crkyZOJiYlBkiTWrFlT7fFVq1Yxfvx4wsLCkCSJAwcOXDaGzWbjoYceIiwsDH9/f6ZMmUJ6enpLvQWhDXEZQygc/Agqu5Xgnf9UOpwm0RSfp/0HYwn/7lEiv/4d0evuot0nk4n94FriVowm7t1hRK+fhYxEzoQ3xDL8Fbj0ZqzdJhPtzOL6yk1Kh+PVtIUn0JRmUt5+JGj0SocjCILCFE1ErVYr/fv355VXal7qtFqtjBw5ksWLF9c6xiOPPMLq1av58MMP+f777yktLeWGG27A6RSzEkLzsyT8Fod/NOZDbxNw9GOlw2kUVUUh0atvQ2PNxhI/i9zExeQPf4Kigb/DEj+L4j53UdJzKiXdbyZn0jLK465WOuRWobiPe3l+TsW7Ckfi3fzObQagXLT1FAQBhU/NJyUlkZSUVOvjM2fOBODs2bM1Pm6xWFi2bBnvvfceY8eOBWDFihXExsbyzTffMH78+GaPWfBd9ekBLmv9yJm4lOjVtxO54X5QqSjtcWsLRNdMHDai196FPv8Yxb3vJHfsf8SSezMpj72aM+qO3G77jK2l7wEzlQ7J66itOZj3vwZAWZw4qCQIQivfI7p3717sdjvjxo2rui8mJoa+ffuyffv2Wl9ns9koLi6uupWUtKFT0EKt6tsDvDx2NFk3fYis0hH5xVz8j7eS+pGyi8ivHsCY/j1lcYlcuP5lkYQ2J5WaOWHLKZECeLHw9/id/krpiLyKqryAmE9uQld0Gku/2VSG91E6JEEQvECrTkSzs7PR6XQEB1fvYR0ZGUl2dnatr3vuuecwm81Vt969e3s6VMHHlMclknXTB8gqDVGfz8H/+GdKh1QnyV5OxFcPYkr9FFtYX7ImvwdqndJh+ZyDugRuMb+HjETU+nvoF2JTOqQWZzz7LRFf/Y7AQ8tR2SwASLZiYlbdgj4/hZKeU8m99t8KRykIrY+vntjdBm0AACAASURBVKtp1YlobWRZRqpjpmfBggVYLJaqW0pKSgtGJ/iK8g7Xkn3j+z8no7MxpXygdEg10hSfp93KCQSmfEBlSA8yb/4YWR+odFg+KVgP2/2u5fHIV1E5ynl9VB5kHVI6rCZRW3MI2vUiQbteRGM5W+vzdLlHiP70FtqtuoXAIyuI+Ob3dHy9O5Ff3EfM6tsx5OyntMsN5Ex4DVTqlnsDguAjfPVcTavurBQVFUVlZSWFhYXVZkUvXLjAiBEjan2dXq9Hr//ltGZxcbFH4xR8V1nHsWTd9CHRa+8icsNvUVUUYRn4gNJhVTGe30bk+lloyvMo7XoDORNeR9aZlA7LZ22YAsmpMKPHHeTtziJs2yJ4YzSfjdMS8v1fsXZOwhHUEZdaj6wxgErrtdsj9Fl7CNr/BgHHVyO57ACEff805dFDKO15G46AaNTl+ajL89DlpxKQ+imS7KIiciCFQ/6AIXsvppQPMR1zH+or63At2ZPeBlWr/rUjCIrx1XM1rfonwlVXXYVWq2Xjxo1MnToVgKysLH766Sf++c/WXV5HaD3KO1xLxq2fEbP6NsI3P466opCC4QsUTzCM5zYRs+pWkF3kj3ySwiHzQfLJRRCvMqOH+8+iQb/nPy/8h7/d2osu57aj3vVvQnZVX5KWkZDVOmS13v2nxuD+u8aArDHg0vjhMgbjNITgNIbg9I+iMrgr9pDuOEztAPeMt67wBNrC0zj8w6loNwKnf2Sj41fZLO69z2fce1ztpvZY+s9B1hgwHfsEY9YujFm7LnudPTCO/FGLKO1xC0gqrN2mkD/yKfzObUaX9xOWAXNFuSZBuERJSUm1ybBLJ8qa05XO1bTJRLS0tJSTJ09WfX3mzBkOHDhASEgIcXFxFBQUkJaWRmZmJgCpqamAeyY0KioKs9nMnDlzmD9/PqGhoYSEhPDoo48SHx9fle0LQkuwxQwmY+oXxKy6mZCd/0BTkkHuNYuVm310VhL+3WNIspOsySuwdpusTBxtmSTx6dkA/nbvl4xK6MWa1xbid+Yb1BUFSM5KJEcFktP2y81RicpuRSovQHJWIMmuOod3afwAGZWj/LLHKoO7UhEzDKch2D2O7EJWqbF2TqKi/chaPyRpis4Qs+YOdAWpVEQOoHDIfKxdJlbNYloGPoi28BT+J9chOSvdybExFKcxHFv0IPcs76+pNJR1GktZJ/HzWBBqcukZlUWLFvH000975FqNPVfjaYomonv27OGaa34p4TFv3jwA7rnnHpYvX87atWuZPXt21ePTpk0Dqv+HevHFF9FoNEydOpXy8nKuu+46li9fjlot9iAJLasyvA/pd3xFzKpbCTyyAuP5reSMf42K2FEtHov5wFJ0hSco6Xm7SEK9QFGlmpLed1LS+876vUCWweVAZS9FVVGIurwAdXkBmtJ0dAUn0RaeQFvg7mtvD+mGPbgblcGd0ZRkYEzfjiF7L7rCk5cNG7z3FWyhvbEMuI+SXncg6wKqHjOkbyd67QzUFQUU957OhbH/qXEG0x7chaLBjzTuH0IQhGpSUlJo165d1deemg2ty5XO1XiaooloYmIisizX+visWbOYNWtWnWMYDAaWLFnCkiVLmjk6QWg4R1Anzt+1lbBtCzEfXEa7j2/AMvBB8kc+haw1tkgMqrI8Qnb+A5fGj7zRf2mRawrNTJJArcWlDsZlCMYR1LlhL7eXo889hOQoB0mNLKlQl+cTePhd/M9uJOLbeYRtXoDTGIZLb8alD8SQvRfJZSdv1NPuRNNL964Kgi8xmUwEBrbM4dHGnqvxtFa9R1QQvJGsCyD3uhco7TKJiK8fImjff1GXZpJzw/IWuX7o9r+htlnIH/FnnKZ2V36B4HNkrZGKmKGX3W/tNgVt4SkCD72N/+kNqCsK0RTmILkcuHQmsse/jbXbFAUiFgTB07z1XI1IRAXBQ8o7Xsf5u7fTbuUkTMdXU3r8Rqzdb/boNXUXDhF4aDl2UyxFVz3k0WsJrZM9uAv5Y54lf8yz7jtkGclRhixpxGEiQfBivnquRhyhFQQPchmCyJnwKrJKQ8S381GV5XnuYrJM+OYFSMjkjXmmxbYCCK2cJCFr/UUSKghebs+ePSQkJJCQkAC4z9UkJCSwcOFCANauXUtCQgKTJk0C3OdqEhISeP3116vGePHFF7npppuYOnUqI0eOxM/Pj3Xr1il6rkaS69qk2Uakp6cTGxvL1pTzRLdrr3Q4gg8K2f53Qnb+g5LuN5FzwzseuUbggaVEfPco5e1GkjH1c7HHzwtMHt6Xo0d+olefvqzb8ZPS4QiC4CWyMtK5uncs58+fp337tp13iBlRQWgBBUMfxRbWF9PxNR7pTW/I3EX45gW4dCYuXP+SSEIFQRCEVkEkooLQEtS6akv06rLc5hvaeoGodXcjuezkjH8Ne0i3ZhtbEARBEDxJJKKC0EIqI/pTOGQ+6vJ8wjb9sXkGdTmI/PxeNNYsCgc/ImqGCoIgCK2KSEQFoQUVDH0UW2hvTKmr8D/5edMGk2VCty3CL30bZbFXkz/yqeYJUhAEQRBaiEhEBaElqXVcGPcKsqQi/Nt5qCqKGjWMux/4HIL3voI9oB05k96uasMoeA+jfwBR0TEY/QOu/GRBEIQ2SCSigtDCbNFXUTTwQTTWbEK3NnwWU5+5m9j3RmFK/RRbWB8yb1uD0y/cA5EKTbXym50EBoew8pudSociCILglUQiKggKKBjxZyrNnTD/9C7GtM31e5HLQfCPz9P+o/Foi9Mo6j+X9Du/xR7S3aOxCoIgCIKniERUEBQga/3Ivf5lACI2PoxUWVLn87UFx2n/4XhCf3gGlz6QrCnvk3fd86JovSAIgtCqiURUEBRSHnc1lvhZaC3niFl9B1Jl6eVPcjkJ2vsKse+NxpC9B2uncaTdvQNr10ktH7AgCIIgNDNxukEQFJR3zT/QFqfhd+47YlZPJfPmlcg698EW3YVDhH87H2PWLlw6EznXPU9Jn7tEsXpBEATBZ4gZUUFQkKwxkDXlfco6XIsx4wdiVk9FXZJJ2Hd/JDZ5DMasXZR1uJa0u3dQ0nemSEIFQRAEnyJmRAVBYbLWSNaU94leOx2/c9/R8a0+SLILe0A78hL/jrXbjSIBFQRBEHySmBEVBC9wMRm1dhwLkorCwY+QNmsX1u43iSS0lZsx50GlQxAEQfBaYkZUELyErDWSdfMnSJUlyPpApcMRmsmMuSIRFQRBqI2YERUEbyJJIgkVBEEQ2gyRiAqCIAiCIAiKEImoIAiCIAiCoAiRiAqCIAiCIAiKEImoIAiCIAiCoAiRiP4/e3ceF1X1/3H8PUgiIK6hoOJuJgjmVgrmnmGLpn6t1FxS+1lplmWW9bW0Ra1stTS1zVZbzFIrLc21ICszNddyww1xCZBNlvP7g++MDLihMHcYXs/HYx41253PHO8M7zn3nHMBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACW4BSfknJyciRJRw4fsrgSAADg6ex5w54/SjOCqKT4+HhJ0n86X21xJQAAoLSIj49X7dq1rS7DUjZjjLG6CKtlZWXpjz/+UPXq1eXlVfyjFZKTkxUaGqotW7YoICCg2F/PE9BmF4d2KzzarPBos8KjzQrPk9osJydH8fHxat68uby9S3efIEHUAklJSapYsaISExNVoUIFq8spEWizi0O7FR5tVni0WeHRZoVHm3kmJisBAADAEgRRAAAAWKLMxIkTJ1pdRGlUpkwZdezYsdSPDSkM2uzi0G6FR5sVHm1WeLRZ4dFmnocxogAAALAEh+YBAABgCYIoAAAALEEQLQGMMcrOzuYMDAAAwKMwRhQAAACWYNqZmzt+/LjWrFmjhQsXKjY2VosXL1a9evWsLqtEOnDggGJjY7Vu3TqFhYVp0KBBVpdUIiQnJ2vJkiX6/vvvlZGRoSFDhqhz585Wl+W2cnJytGnTJsXGxiomJkb79u3TZZddpqVLl1pdmtvbvXu3Vq1apQYNGujaa6+VMUY2m83qstxSYmKiYmNjtXz5cu3Zs0ddunRR7969FRgYaHVpbispKUm//vqrli9fruDgYA0aNEgVK1a0uqxSj0PzbsAYo40bN2rhwoU6dOiQ031Lly7VzJkzFR8fr61bt2r9+vWO5+DMDh48qLi4OKfbEhISNGrUKE2ZMkUvvviilixZovT0dIsqdE9HjhzRiRMnCtz+/PPPa9q0aTp16pSCgoJ02223afbs2crKyrKgSveSmZnpdH306NG67LLL1K5dO82cOVO+vr6KjY3V5ZdfrlOnTllUpfs6efKkXn31VdWqVUs+Pj5q2rSpxowZo40bN0oSIVTSv//+q127djl93g4fPqwnn3xSjz76qPbs2aNatWpp5syZ6tOnj44fP25hte4hMTFR8fHxBW6bPn26HnnkEb355pt6+eWXlZSUZFGFcGJQbH755RezYcOGcz7mzz//NO3atTOVK1c2DRs2NFFRUea7775z3P/zzz+b7777zuzatctcc8015uGHHzbGGJOdnV2stZdEkyZNMlWqVDGVKlUyrVu3Nl988YU5deqUMcaYEydOmJdeesls3LjRDB8+3Nxyyy0mLi7O4oqtlZqaaubOnWs6duxoAgICTJ06dcwtt9xiVq9e7di/vvvuO1O1alXz+eefO5733HPPmaZNm5rVq1cbY4zJycmxpH5Xy8zMNCtXrjR33323ady4sWncuLEZPXq02blzp+Mxf//9tzl48KDT8+rXr29mzJjh6nLdxo4dO8xbb71l7r77bjN58mTzzz//OO47duyYue2220ydOnVMUlKSycrKsrBS97Fp0yZz1113mRo1apiAgADTunVr8+CDD5pDhw4ZY4zZvn27GTNmjFm7dq3jOT/99JOpX7++mTVrllVlWyYzM9OsWLHC9O3b11SrVs1UrVrVdO3a1elzl5iYaD7++GPzww8/mG+//daUL1/ebNy40cKqYUePaDHIzs6WJN1xxx166qmnztrzlpGRoQkTJqhs2bLatWuX1q5dq6pVq2rChAn6448/JElt27ZVdHS06tWrpyZNmuj333932fsoSebOnau5c+fq5Zdf1j///KNmzZrp/vvv1/fffy9JqlixosaMGaPw8HA1adJER48edfQ+m1Lau7x582YtWrRIkZGRWrt2rZYuXarjx49r3Lhxjv1vzZo1atWqlaKiohzP69atmw4fPqwffvjBqtItsX37ds2YMUOJiYn673//q1deeUXLli3TiBEjtGPHDklSgwYNFBwc7JhYuHr1ahljVLlyZUmet6+d6/2cOnVKc+fOVb9+/fTWW28pLS1Na9asUadOnfTbb79JksqXL69mzZrJ399fAQEBOn78uLZv3+5x7XQmZ3uPaWlpWrJkiY4dO6a3335bO3bs0AMPPKBPP/1Uzz//vCSpUaNGeumll5w+l5GRkcrOzlbZsmVdUr87OXHihN5//31VrVpVn3zyidatW6fWrVtr7Nix+vbbbyVJFSpUUL9+/dS1a1d17txZKSkp2r9/v8WVQ+LQfJEyxignJ8fxBdO9e3clJCQoLS2twOMk6c8//9SuXbs0dOhQVapUSdWrV9e0adNUtmxZffLJJ5JOh9qcnByFh4dr69atkjz/kFV2draysrLO+wfJ/gd/3rx5atmypQYNGqQqVapo1qxZatWqlWbOnKmcnBzZbDbHYdRGjRopNTXVcfjek/7oXUi72e+rUqWKHnjgAT3yyCOKiIhQ48aNNW3aNHl5eWndunWSpHr16unw4cNauXKl4/nr16/XsWPHHD+KSvq+mJOTo6ysrLOuSmFvr+zsbPXq1UvPPfec7rjjDkVHR+uNN95Qamqq1qxZ43hMXnv27FFOTo7CwsIklfy2souLi9P777/v9LnKLzs7W7t27dLdd9+tZcuW6b333tPs2bNVt25dzZw5U5JUtmxZhYSEaOvWrWrYsKFatGihW2+9Vffcc48OHjzoyrdUrM70eTzbvuDj46OOHTvqhRdeUHR0tIKCgtS/f38NHz5c69atU2ZmpuO59r85khQTE6Pjx4+rZcuWxfdGXCzv+zuXypUrq2/fvpo4caI6d+6s+vXra/LkyQoNDdWaNWuctpGVlSUfHx9VrFhRO3fu9Kjv/5KKyUqFkJGRoT/++EOVKlXSlVdeqczMTF122WWO+202m2w2m7y8cvN969atNW/ePCUmJjp6RPIqU6aM9uzZoyZNmjhuCw4OVsuWLbV27VpJcmzLy8tLYWFhOnLkiE6ePKny5csX51t1qezsbJUpU8bptvzXExISdPLkSdWrV89pAoOXl5eOHDmirKwsBQcHS8rtiSlbtqxuvfVWPfjgg9qxY4euvPJKxzavuOIKSXL8Gi6p4eBi283+fhs0aKAGDRpIkuO+1NRUHTt2TI0bN5YkRUdHa8WKFfrvf/+rlStX6u+//1ZSUpLuvPNOLV682Om57uxcNXp5eTk+Z2dif15ERIQiIiIk5YZXLy8v+fn5KT09XZdffrmk0+1v3158fLyMMQoPD3c8p6TJyclx/Jizv78///xTQ4YM0aBBg5y+A/Py9fXVpEmTHNezs7NVq1Yt1alTR1lZWUpOTlZAQIAaNGig8ePH65prrlF4eLh+/vlnPfDAA0pPT9fUqVMVFBTkkvdZWGfap+wdEfk/h2fa9/744w8dP35cnTt3drrfy8tLrVq1KvA6GzZs0JVXXqmsrCxHm+f9PD/44IMaPHiwwsPDi+w9uoK9zfL+7bTL+/7i4+MVHx/v+Azm5e3tre7duzuu27d39OhR1a5d22m79u1dccUV2rx5s06dOiUfH5/ieGu4QCXvW9FCmzdv1rBhwzR37lxJKvAFnJCQoP/7v//TZ599Jklq2bKljh49WmDQtP2DEBQUpJSUFKdelPLly6tevXqKj49XSkqK0xeU/QNl7xUtifL3GEkFw5MxRt99951uuOEGde3aVU899ZR69+6tJ598UpIK/ELOycmRn5+fUlNTnbbXtm1bnThxQgcOHJB0OhzUqVNHvr6+JSqIFke72Z+T9w/qDz/8oIoVK6p9+/aSpFq1aumtt97S8OHDlZSUpKioKEdvs3177tx+9t6OM9WYnJysPXv26Oeff1a3bt0UGRmpmTNnnnMSVv72Wr9+vRITE9WlS5cCj83OztbatWvVokULSXLrEGr/7JyJl5eXvL29nfa3xMREeXt76/rrr1fdunXVo0cP/fvvv2fdhj2cGWMUExOj0NBQBQQESJLCw8M1btw49ejRQ7Vr19aAAQM0Y8YMbdq0ydHT7E5SU1O1dOnSM+5TXl5eBT6XBw8e1DfffOMYomX/LPfv318LFiw442c7L5vNpu3bt2vz5s3q0qWLfH19C/TiTZo0SZmZmRo/fvylvLViY3+PZ+p9tLfZmT4f//77r0aOHKnKlSsrNDRUw4YNO+vhdPu27T+aPvzwQ/n4+Kht27ZnfFyLFi30119/nXPfh2u47zejG6pTp44aNWqklJQUZWVlqUOHDvrwww8d9wcEBGjJkiXatm2bJKlJkyay2Wzat2/fGbdXpUoVlS9fXjt37nS6vXLlyvLz83M8z/4HPzAwUNWrV3fMnHdXX3/9tXr16uUYQ5j3izb/l3ROTo4++eQT3XXXXY7bNm3apIceekiBgYEaMmSI4uLi9PPPPzuGOOT/wqpSpYoqVKighIQEp9eoV6+ebDZbgT+Q5cqVU/Xq1XXo0CElJycX0bu+dEXZboMHDz5vu0nOPQ7r16/XrFmzNHXqVHl7nz5Y4uvrq/Hjx+uTTz7RU089pRYtWuiXX37Rtddeq5MnTxZdAxRCVlaWYmJiNH78eHXr1k1RUVGaOHGiDh8+LElOITk9PV3r1693zMSWcmcdDxkyRNHR0XrnnXfUunVrXXvttXrmmWd03333STr74VT7Zf/+/ZowYYImT558xiMUZcqUUWxsrKKjo4ujCS5JTEyMhg4dqvr166tu3boaOHCgvvjiiwIhPC0tTd9++61Gjhypbt266bnnntPx48c1d+5cZWVlqUyZMnrhhRf00ksvqVKlSmd9Pfs+9uyzz8rf31/9+/d33Fe+fHnHEjr2fTQ0NFQ2m63A6heulJaWptjYWMf3uV1MTIy6d+/u+IFr308OHjyoDz74QI888og++ugjR8BZs2aN+vXrp0WLFknK3S9OnTolLy8vRUREyNvb+7zDQp588kk1a9ZMffv2leT8w+rHH3/U+++/r/Hjx6tGjRpF2AKFl5aWprVr12rixIm66aab1KJFC3Xr1k0TJ07UL7/8UiC8Jycna8GCBRo1apSGDBmimJgYp9D6+OOP67ffftOHH36oXbt26ZlnninwXWhns9lkjJGXl5fi4+M1ffp09e3bV1dddZXT4+z7WGRkpP755x9mzrsBgmghXH755apatar27Nkjb29v7dmzR7t373Z8cMqVK6fGjRsrPj5eiYmJknJ7Pbdu3VrgV68xRr6+vmrcuLFWrlzpNI40LS1N5cqVc/xRsH94fXx81LBhQy1dulQLFy7Um2++6XbjqE6ePKlly5ZpxYoVeuaZZySdDlFZWVl666231K1bN0mnv2T37t2rd955R1Lucjjz5s2TJE2fPl133HGHZsyYoc6dO2vnzp2OX7t5lS1bVo0aNdK+ffscQcQ+tqhcuXJn/OJq0KCBjhw5onXr1mnFihXatWtXMbTGhSuKdrOPK54+fboGDhx43nbLKzMzU/369dOIESPUqVOnAvcnJyc79sfPP/9cn3/+uW699VbLhogsXrxYI0eO1I4dO9ShQwf17dtX5cqVc/wY8fLyUnp6uoYNG6bg4GDddNNNGjFihB5++GFJUqVKlVS3bl3t3btXDRs21LPPPqupU6dq+vTpmjVrlnbu3Hnent7bb79dPXr00O23337G+7ds2SKbzaaaNWtKcp+xyOvWrdO4ceOUkZGh559/Xh9++KEqVKigW2+9VU8++aTTj7M333xT48aN04kTJ9S+fXv5+fkpKSlJS5cuVWRkpMLDw9W3b181bNjwvK8bGxuruXPn6vHHH1dISMg5x01u2rRJf/31lyIjI4vujRfS008/rcjISPXq1cupM6FWrVqqUqWKNm3aJCm35i1btmjAgAGaPHmydu7cqSeffFIjR47U4cOHddttt6lHjx567733tHfvXkm5/wbly5d3DNk6075m73mfPXu2fv75Z02ZMqVAaE1ISNDrr7+u2267TX369FFmZqb+/vtvR22uNmnSJLVv315Lly5V8+bN9cADD6hPnz5atGiRunTpovfee8/p3/2ll17SE088oaSkJHl5een222/XtGnTJOUOXfjhhx/Uv39/3XjjjQoICND111/vGIJ1JvZ2fPrppyVJEydOLPCYvEPnEhMTtWnTJsXExCgmJqaomgGFVYQz8D2afYma//73vyYyMtKkpaWZHj16mKFDh5p///3X8bhhw4aZHj16OJYo6datm+nbt69JSUlx2p59mZJnn33WNGvWzCxevNhx3y233GI6derkuH7ixAkzefJkU7duXWOz2YzNZjO+vr6mb9++Zvfu3cX1li/KgQMHTJs2bczSpUtNx44dzfTp0x335eTkmFdeecWUL1/e6TlLliwxZcqUMUlJScYYY1q2bGkee+wxp8e88sor5oorrjB///23Y1t5/7tmzRoTFBRkPv74Y8dzPv/8c1OzZk2zfPlyx21r1qwxw4YNMzVr1nS0pZeXl3n77beLsBUKz9Xtlt/AgQNNhw4dTEZGRoH7/v33XzN79mwzePBg061bN1O/fn3z3HPPXdL7vRQHDhwwISEh5uGHHzbp6enGmDMvZ/bAAw+YDh06mD///NMYk7sUWmBgoGMpqldeecV4e3ubY8eOOT0vMDDQvPbaa+es4bHHHjMRERFm7969Be6z1/LKK6+YWrVqmV9//dUY4x7LXGVmZprWrVubDh06mCNHjjjd9/TTT5vy5cub2bNnG2OMWbx4salWrZrTv7W9vTMzM83w4cNNu3btjDHnX07u+PHjplu3bmbo0KEF7svKyjLz5883W7duNbt27TKffPKJiYyMNMOHD3e8nhXeeust06xZM2Oz2cy9997rWO7t0KFDJjw83DzxxBOOxw4aNMiEh4ebEydOGGOM+fTTT81VV11lxo4da4wxZtWqVSYyMtKMHz/eGJPbtrVr1z7j/pPXpk2bTNWqVc1nn312xvufeuopY7PZTPv27U3jxo2Nj4+P8fLyMvfee68lS2HNmjXLtGvXzvGZy6t///6mXr16ZsWKFcYYY9577z3TpEkTs2XLFsdj3nnnHRMREWG2bdtmlixZYoKCgsxvv/1mjMn9/OTk5Jx3X/v4449NxYoVz/q38dChQ+ahhx4ynTt3dvwNKFOmjBk1ahTLh1mEHtFCqlOnjtLT07V//341a9ZMu3fvdloEvEmTJjpy5IiOHDkiKfdX19atW5WSkuK0HfuvsiFDhigsLEwjRozQa6+9prvuukt79+519NxIuQOxq1atqjFjxmj9+vXKyMhQamqqPvvsM9WtW7f433QheHl5afv27YqKitKoUaP00ksvOXqpbDabGjdurDJlymj37t2O5wQHB+uyyy5zDDm47LLLlJSU5HTYNzg4WJmZmY5lcky+sX/t2rVT7969NWbMGL388stavny5pk+frujoaEVFRTl68xISEvTnn3/qvvvu06pVq3T06FFlZ2dr6NChlvZYXUq72Zda8vb2Pmu72Yd/nOk9fvTRR1q3bp3uu+8+bd68WZMnT1bv3r31+uuvS5L8/PxUqVIlZWdnq127dnr//fc1ZsyYYmuL8/Hx8dH+/fvVs2dPxySD/MMO0tLS9Omnn2rmzJmKiIjQxo0blZ6erszMTL311ltKSUlR3bp1VaNGDW3fvl1S7mRESWrYbbIMfgAAIABJREFUsKH++eefs77+qlWrtGTJEk2YMEGBgYFatmyZpk6dqgULFkiSY1+rXLmy+vTp45j45Q5jab/++mtt2rRJo0aNUmBgoNMqH/369VNYWJg+/fRTSdK2bdtUrlw5jRs3zvF8e3t7e3srIiLC8Xk813szxuj9999XcnKypk+fLin3DDfbtm1TTk6OypQpo+XLl+vmm29WaGionnjiCUVFRen555+3dBJJUFCQQkJCNHjwYO3YsUNPPfWUpNxlgBo3bqzY2FhJ0tatW7Vz504NGDDAMTyhT58+6tatm+NwfOvWrXXHHXdo1qxZSkpKUmJiojIyMlS7du2zvn5SUpJGjx6t6667To0aNdKbb76pYcOGqVOnTo6/OQcPHtR//vMfRUZGatKkSdq2bZuys7P1xhtvnPUQdnGyT0SzfydlZ2c79q8RI0YoOztb3333naTcXu/KlSvr1KlTGjdunHr27Knx48dr37592r59u+rVq6ekpCTHEIf8k4HPZPv27Zo4caKeeuopHT9+XLNmzdKdd96psWPHOo46njhxQjt27FDTpk317bffau/evcrKytL06dMtaTOIHtELZe/N+OGHH0yrVq3M4sWLzYIFC0yTJk3MunXrHI/77rvvTKVKlcyiRYuMMcYsWrTIVKlSxWzfvv2s2z5+/Lh54YUXzNVXX2169uxp5s+ff956srOzTWZmplv0suT1zjvvmOuuu87s27fPGGNM8+bNzYQJExy9xr///rupWbOm+fLLLx3POXDggFMv27333ms6dOjg1Fswd+5cU7ZsWUdPYd5frvY2OHHihHnjjTdMkyZNzOWXX24GDRpkduzYcUF1W32CACvazZjcNuvWrZujV6BChQqmTZs25p577jFr1qwp1vd8Ka666irTsmVL8/DDD5vHHnvMTJs2zcTGxprjx48bY3Lbq1atWiYwMNBUqlTJVK1a1URERJg77rjDfPHFF8aY3AXAGzZsaF5//XVjTO5+lJmZaTp27GjuvfdeY0zB/SI1NdXccsstxmazGX9/f+Pl5WWqVKliWrRoYd555x0XtsDFmTt3rvHz83PqZbJLSUkx9957rwkODjZZWVnmhRdeMIGBgcaY3B7Q/JYtW2a8vb0dPfJn89tvvxmbzWYiIiLM9ddfb4KDg43NZjNhYWGOffWff/4xO3bscKseqS1btpjOnTubp556yvz444+mWrVqZs6cOcYYY5544glTs2ZNY4wx+/btM6GhoU4LyWdlZZmPP/7Y+Pv7O25LT083V1xxhZk4caIZOXKkufXWWx0n3DiTBQsWOHrs/Pz8TGhoqBk0aJCZMWNGgSNs7mLr1q2mU6dOjt7ivJ+fQ4cOmQ4dOpjo6GhjjDEPPvigsdlspnHjxuamm24yTzzxhJk/f75jP8jOzjb16tUzjz/+uNNr7N69+6z7yQMPPOB01DAsLMz069fPfPnll2c82gP3wPJNF8j+i7927dry9/fX5s2b1a9fP2VnZ+uXX35R69atlZmZqUWLFsnLy8sxs6958+Y6ceKEdu/e7Vg2KL/KlStr7NixGjt27Flf3/xvzKOXl5fjV6E7zcK11/bTTz+pTZs2CgkJkZQ7Zmjq1Klq2rSpbr31VlWqVEm1atXSr7/+ql69eknKnQxz+eWXa8OGDZKknj17KjY2VhMmTNCbb76p+Ph4ffvttypfvrw2b94sybkHxv7/lSpV0r333qsRI0ac85dtVlZWgV/XVrWlle0m5Y5rnjBhgl588UU1btz4rEvxSKcnT52vV8IVvvzyS02bNk1r167V5ZdfrtTUVP33v/9V27ZtNWfOHPn5+SkwMFBhYWF6+eWXVaZMmQJLqAUHB6ty5cqaMWOGmjRpos6dO2vevHnauXOnY8JS/veZlZWlXr16qXfv3goPD1doaOg5FxDPyspymvhlNT8/P2VnZztON5p3f/D19VVQUJCOHTumnJwcNW3aVEePHtWRI0dUrVq1AtsKCwuTMUbz58/XkCFDdPLkSZUtW9bRHvZ9+9dff1WHDh0UFBSkpk2b6uGHH1aLFi2cFvmvX7++C9594dSoUUMVKlTQ3r17NWHCBI0bN05jxozRtddeq4iICMd49JCQEPn6+jodrShTpozS09NVrVo1HTt2TFWrVpWPj49Gjx6tDz74QH/88Yeee+65M37ezP/GhkZERGj9+vWqV69eiTkfenBwsCpVquQYU5v38xMUFCRfX1/H5KCaNWsqKChIGzZsULly5Zy2k5aWJl9fXz366KN6+OGHlZ6erv79++vw4cOaO3eunnnmGTVq1MjRVvZ97bbbblP//v11xRVXlJg2g+gRLazk5GTTu3dvc+eddxpjjLnzzjtNjRo1zPTp0824cePMPffcY6pVq2YeeeQRx6/BsWPHOp3W7mzsvZzu1CtQWL169TJXXHGFueuuu0xYWJjx9/c3NpvN3HTTTebUqVMmLS3NDB482ERGRjqes2zZMuPj42Patm1rjMntOfjss89Mo0aNTK1atUyNGjXMgw8+aO69917To0ePC6ojOzvb8au6JHCndsvMzDSZmZklpu0OHTpkjhw5YpYvX25CQ0PN8OHDjTG5Y627dOni9Nj4+Hjz5Zdfmvj4eJOYmGgGDx5sgoKCzMCBA03Tpk1NQECAuf/++wv1+iXpc7tx40bHmOgz1Tt48GBTp04dx/jR2rVrm2HDhjmO6CQkJJhPP/3U7N+/3xhjzKhRo8yVV15pypUrZ8LDw80ff/zhujfjAiNGjDDdu3c3J0+eNMYYEx0dbTp06GC++OILU65cObN582ZjTG7vXtOmTc3KlSuNMcakpaWZ5s2bmzvvvNOkpqY6tpeTk2NuvPFGY7PZzFdffeW4zZPY2yzv+7aLiIgwffr0MRkZGWbbtm2mcuXK5qmnnnKcFvfkyZPmxRdfNB9//LGjB3P27Nmma9euJiAgwISEhJjhw4ebPXv2FNi2p7VjaUIQvQj33HOPiY6ONikpKSY1NdWMGTPGtGjRwvznP/8xf//9t9m2bZvjQ1hS/pgXhT179ph27dqZZs2amSFDhpgXX3zRxMTEmGXLlplmzZqZ559/3hiTG6BsNpsZPXq0mTlzphk+fLjp06ePsdlsTtvbsWOHWbRokSPEt27d2owZM6ZE/MEvDHdoN0/4Ej916pQZNGiQ6dixozEmd2JalSpVTHR0tFmwYIGZMWOGGTBggOnTp4/Zv3+/yc7ONo899pi5+uqrzbZt28zXX39tdu3add7XycnJMVlZWSW2zcLCwkybNm3M0aNHjTGnv6OOHj1qgoODzf333++4bcGCBaZFixbm6quvNh06dDAhISFm4MCBjokgx48fN2vXrjV//PGHR37XPf300yYqKsps27bNGJP7o6dp06YmOjralCtXzjHx7dixY+b66683oaGhZvDgwSYqKsq0adPGrF+/3hhzeqKNMbnDYextVVL3oXOxt5n9x4v9va5atcpUrFjR6fzvr7/+umnSpInp2LGj6dChg6lbt65p3ry5WbBggdM2jx8/7pH7F3IRRAvB/qXx9NNPmy5dujhmIp9PdnZ2qfgQ7dmzxwQEBJgNGzY43Z6Tk2NeeOEF4+Xl5fhD/+mnn5o2bdqYZs2amZdeeskcOXLE/PXXX07PyduLPGfOHFOhQgWn1QU8Be12ceLi4pzGJy5atMgEBgaaadOmOW7bsGGD+b//+z/TuHFjExERYUaPHm1WrVrlGJs3Y8YM06RJkwIzyD3ZJ598YqpUqWKuu+46s3btWpORkWG2b99u+vbta1q2bOm0PxmTOwby5ZdfNtOmTTOrVq1y2/GJxeGDDz4wbdu2NT/88IPjtsWLFztm0z/00EOO248dO2ZmzZplBg4caJ577jmzdetWK0q23AcffGCioqLMzz//bIwxJikpySxcuNC0aNHC3HTTTebw4cNOj9+9e7eZNm2aY/9KTk62omxYiCBaCPYw+cgjj5j27ds7JpbY73PHyUOu9P3335ty5cqdcfLCiRMnzF133VXgj9y5PPHEEyY0NNQEBgaa4OBg88Ybb3hk+9JuhZeUlGQiIyPN0KFDzS233GJCQ0NN/fr1zbhx4xw9v/bP65km2tgtWLDA1KpVy3zzzTfnfawnWbx4sYmOjjYRERGmWrVqxs/Pz3Tv3t0xiQm5Vq1aZcLDw80LL7xgjDm9Ty1evNhERUWddVml0mz16tWmcePGJjQ01LRp08ZUrVrV1K9f34wfP96xVJqnfR/h0rjPKPoSwGaz6ffff9fPP/+s8PBwx6LM7jh5yAobN25U9+7dlZ6e7jh9n12lSpU0e/bsAs+xT4Cxn/7PfnYMm82mnj17KiwsTFdeeaWaNm3qse1LuxVeQECAxowZo3Xr1qlmzZrq37+/02Qv6fRECftkIftSMnknqNWpU0c9evRQhQoVnB7r6W688UZ17dpVv/32mypWrKjQ0FBHu9j3I+SenS06OlpNmjSRdHqfuvHGG3XjjTdaWZrbatCgga6//nplZGToqquuUtu2bRUeHs7+hbOyGeMmp/soAVJTU9WlSxfVqVNHTz/9tBo1amR1SW7lfF8w9jOCeGIwuhS0GwCgtCKIokiZfAvN48LQbhfHviC7OywpBQAoPIIoAAAALEEXAgAAACxBEAUAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIEUQAAAFiCIAoAAABLEEQBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYgiAKAAAAS3hbXYA7yMnJ0cGDBxUQECCbzWZ1OQAAwIMZY5ScnKwaNWrIy6t09wkSRCUdPHhQISEhVpcBAABKkbi4ONWqVcvqMixFEJUUEBAgSVq9JU7lAypYXA0AAPBkJ5OT1D40xJE/SjOCqOQ4HF8+oIICKhBEAQBA8WM4IJOVAAAAYBGCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIEUQAAAFiCIAoAAABLEEQBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYwtvqAgAr+aUlyGZyJEnG5qVU30CLKwIAoPQgiKJUs5kcBQdVlyQdOhxvcTUAAJQuHnFovm7durLZbAUuI0eOtLo0AAAAnIVH9Ij++uuvys7OdlzfvHmzrrvuOvXt29fCqgAAAHAuHhFEAwOdx/VNnTpVDRo0UIcOHSyqCAAAAOfjEYfm8zp16pQ+/PBDDR06VDabzepyAAAAcBYe0SOa11dffaV///1XQ4YMOetjMjIylJGR4bielJTkgsrgDrp+lKCElNxZ8oH+XorpZXFBAACUYh7XI/r222+re/fuqlGjxlkfM2XKFFWsWNFxCQkJcWGFsFJCSo5S/aor1a+6I5ACAABreFQQ3bt3r5YtW6bhw4ef83Hjx49XYmKi4xIXF+eiCgEAAGDnUYfm3333XVWrVk033njjOR/n4+MjHx8fF1UFAACAM/GYHtGcnBy9++67Gjx4sLy9PSpfAwAAeCSPCaLLli3Tvn37NHToUKtLAQAAwAXwmK7Dbt26yRhjdRkAAAC4QB7TIwoAAICShSAKAAAASxBEAQAAYAmCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIes6A9cKmi5hvFp8U7rgf6e2nZgEALKwIAwLMRRIH/iU+TUv2qO64npMSf49EAAOBSEUTh0bp+lKCElBxJuT2cAADAfRBE4dESUnIcvZz0cAIA4F7oIgIAAIAlCKIAAACwBEEUAAAAliCIAgAAwBIEUQAAAFiCIAoAAABLEEQBAABgCYIoAAAALEEQBQAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEt4RBA9cOCA7rjjDlWtWlV+fn666qqr9Pvvv1tdFgAAAM7B2+oCLtWJEycUFRWlTp066bvvvlO1atX0zz//qFKlSlaXBgAAgHMo8UH0ueeeU0hIiN59913HbXXr1rWuIAAAAFyQEn9ofuHChWrVqpX69u2ratWqqXnz5pozZ845n5ORkaGkpCSnCwAAAFyrxAfRXbt2aebMmWrUqJGWLl2qu+++W6NHj9b7779/1udMmTJFFStWdFxCQkJcWDEAAAAkDwiiOTk5atGihSZPnqzmzZtrxIgRuuuuuzRz5syzPmf8+PFKTEx0XOLi4lxYMQAAACQPCKLBwcEKDQ11uq1Jkybat2/fWZ/j4+OjChUqOF0AAADgWiU+iEZFRWn79u1Ot+3YsUN16tSxqCIAAABciBIfRMeMGaPY2FhNnjxZf//9tz7++GPNnj1bI0eOtLo0AAAAnEOJD6KtW7fWggUL9Mknn6hp06Z6+umn9corr2jAgAFWlwYAAIBzKPHriErSTTfdpJtuusnqMgAAAFAIJb5HFAAAACUTQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYgiAKAAAASxBEAQAAYAmCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAlrAkiC5atEhPPvmkYmJiJEk//vijbrjhBkVHR2v27NlWlAQAAAAXc3kQffPNN9W7d2998803io6O1kcffaRbbrlFNWvWVN26dfXAAw/o1VdfdXVZAAAAcDFvV7/ga6+9phkzZuiuu+7SihUrdMMNN+jFF1/UvffeK0lq06aNnn/+ed1///2uLg0AAAAu5PIe0T179uj666+XJHXq1EnZ2dlq37694/6OHTtq7969ri4LAAAALubyIFq1alVH0Dx48KCysrK0b98+x/179+5VlSpVXF0WAAAAXMzlh+Z79uypYcOGafDgwVq4cKEGDRqkhx56SF5eXrLZbHr44YfVrVs3V5cFD9H1owQlpOQ4rqdlGQurAQAA5+LyIPrcc88pIyND8+bNU7t27fTaa6/p1VdfVc+ePZWZmakOHTpoypQpri4LHiIhJUepftVP35B42LpiAADAObk8iPr7+2vOnDlOt40dO1ajRo1SZmamAgICXF0S4BJ5e2sD/b20bECgxRV5vvw95LQ7ALgXyxe0P3XqlLZv3y5vb++LCqETJ06UzWZzugQFBRVDpcClsffWpvpVdwpHKD5525x2BwD3Y1kQTU1N1bBhw+Tn56ewsDDHhKXRo0dr6tSphdpWWFiYDh065Lhs2rSpOEoGAABAEbIsiI4fP15//vmnVq5cqXLlyjlu79q1qz799NNCbcvb21tBQUGOS2Agh94AAADcnWVB9KuvvtLrr7+udu3ayWazOW4PDQ3VP//8U6ht7dy5UzVq1FC9evV0++23a9euXed8fEZGhpKSkpwuAAAAcC3LgmhCQoKqVatW4PaUlBSnYHo+11xzjd5//30tXbpUc+bM0eHDhxUZGaljx46d9TlTpkxRxYoVHZeQkJCLeg8AAAC4eJYF0datW+ubb75xXLeHzzlz5qht27YXvJ3u3burT58+Cg8PV9euXR3bnDt37lmfM378eCUmJjoucXFxF/kuAAAAcLFcvnyT3ZQpUxQdHa0tW7YoKytLr776qv766y/FxMRo1apVF71df39/hYeHa+fOnWd9jI+Pj3x8fC76NQAAAHDpLOsRjYyM1E8//aTU1FQ1aNBA33//vapXr66YmBi1bNnyorebkZGhrVu3Kjg4uAirBQAAQFGzrEdUksLDw895CP1CjB07VjfffLNq166tI0eO6JlnnlFSUpIGDx5cRFUCAACgOFgaRM8kKytLBw8eVO3atS/o8fv371e/fv109OhRBQYGqk2bNoqNjVWdOnWKuVJ4uuU9jPxT4x3Xjc1Lqb4sDQYAQFFxuyD6119/qUWLFsrOzr6gx8+bN6+YK0JpFegrBQedPm/9ocPx53g0AAAoLMtP8QkAAIDSyeU9oi1atDjn/WlpaS6qBAAAAFZyeRDdsmWLbr/9dtWrV++M9x86dEg7duxwcVUAAABwNZcH0aZNm+qaa67RPffcc8b7N2zYoDlz5ri4KgAAALiay8eItmvXTtu3bz/r/QEBAWrfvr0LKwIAAIAVXN4j+sorr5zz/gYNGmjFihUuqgYAAABWYdY8AAAALEEQBQAAgCXcbkF7APAEfmkJspkcx3XOzAUABRFEAaAY2EwOZ+YCgPPg0DwAAAAsYVkQ/euvv85635IlS1xYCQAAAKxgWRBt1aqVpk+f7nRbRkaGRo0apV69ellUFQAAAFzFsiD60UcfadKkSerevbsOHz6sDRs2qHnz5vrxxx/1008/WVUWAAAAXMSyINq7d29t3LhRWVlZatq0qdq2bauOHTvq999/V4sWLawqCwAAAC5i6WSl7OxsnTp1StnZ2crOzlZQUJB8fHysLAkAAAAuYlkQnTdvniIiIlSxYkXt2LFD33zzjWbPnq1rr71Wu3btsqosAAAAuIhlQXTYsGGaPHmyFi5cqMDAQF133XXatGmTatasqauuusqqsgAAAOAili1ov379ejVu3NjptsqVK+uzzz7TBx98YFFVAAAAcBXLgmj+EJrXwIEDXVgJYI2uHyUoISX3FJCB/l5aNoDTPwIAShdO8QlYJCElR6l+1f/3/5z+EQBQ+nCKTwAAAFiCIAoAAABLEEQBAABgCUuD6Jo1a3THHXeobdu2OnDggCTpgw8+0Nq1a60sCwBgka4fJajZ7Hg1mx2vrh8lWF0OgGJmWRCdP3++rr/+evn6+uqPP/5QRkaGJCk5OVmTJ0++6O1OmTJFNptNDzzwQFGVCgBwEfskvlS/6o5VJQB4LsuC6DPPPKM333xTc+bM0WWXXea4PTIyUuvXr7+obf7666+aPXu2IiIiiqpMAAAAFBPLguj27dvVvn37ArdXqFBB//77b6G3d/LkSQ0YMEBz5sxR5cqVi6JEAAAAFCPLgmhwcLD+/vvvArevXbtW9evXL/T2Ro4cqRtvvFFdu3YtivIAAABQzCxb0H7EiBG6//779c4778hms+ngwYOKiYnR2LFj9cQTTxRqW/PmzdP69ev166+/XtDjMzIyHGNSJSkpKalQrwcAAIBLZ1kQHTdunBITE9WpUyelp6erffv28vHx0dixYzVq1KgL3k5cXJzuv/9+ff/99ypXrtwFPWfKlCmaNGnSxZYOAACAImDp8k3PPvusjh49qnXr1ik2NlYJCQl6+umnC7WN33//XUeOHFHLli3l7e0tb29vrVq1Sq+99pq8vb2VnZ1d4Dnjx49XYmKi4xIXF1dUbwkAAAAXyPJzzfv5+alVq1YX/fwuXbpo06ZNTrfdeeeduvLKK/XII4+oTJkyBZ7j4+MjHx+fi35NAMCF8UtLkM2cXobJ2LyU6htoYUUA3IllQTQ9PV3Tp0/XihUrdOTIEeXkOK8Xd6FLOAUEBKhp06ZOt/n7+6tq1aoFbgcAuJbN5Cg4qLrj+qHD8RZWA8DdWBZEhw4dqh9++EH/+c9/dPXVV8tms1lVCgAAACxgWRD95ptv9O233yoqKqrIt71y5coi3yYAAACKlmWTlWrWrKmAgACrXh4AAAAWs6xH9MUXX9QjjzyiN998U3Xq1LGqDABFrOtHCU7nCA/099KyAUxOAQAUZFkQbdWqldLT01W/fn35+fk5nW9eko4fP25RZQAuRUJKjlL9que5zuQUAMCZWRZE+/XrpwMHDmjy5MmqXr06k5UAAABKGcuC6M8//6yYmBg1a9bMqhLgAfKvUSgZy2oBAACFY1kQvfLKK5WWlmbVy8ND5F+jUDpsWS0AAKBwLJs1P3XqVD300ENauXKljh07pqSkJKcLAAAAPJtlPaLR0dGSck/RmZcxRjab7YzniAcAd5V/tYBNtzNMBADOx7IgumLFCqteGgCKXP7VAoxhmAgAnI9lQbRDhw5WvTQAAADcgGVBdPXq1ee8v3379i6qBAAAAFawLIh27NixwG151xJljCgAAIBns2zW/IkTJ5wuR44c0ZIlS9S6dWt9//33VpUFAAAAF7GsR7RixYoFbrvuuuvk4+OjMWPG6Pfff7egKrg7ZiYDAOA5LAuiZxMYGKjt27dbXQbcFDOTAQDwHJYF0Y0bNzpdN8bo0KFDmjp1Kqf9BAAAKAUsC6JXXXWVbDabjHE+tNqmTRu98847FlUFAAAAV7EsiO7evdvpupeXlwIDA1WuXDmLKgIAeLL8Y8wD/b20bECghRUBsCyI1qlTx6qXBgCUQvnHmCekxFtYDQDJxUH0tddeu+DHjh49uhgrAdybX1qCbOZ0z42xeSnVl54bwF3R2wpcHJcG0ZdffvmCHmez2QiiKNVsJkfBQad7bg4dpucGcGf0tgIXx6VBNP+4UOB88vcypGWxbqiny9sbTE8wcGH43KCkcot1RO0z5/Oe4hOQCvYyKJF1Qz1d3t5geoKBC8PnBiWVZaf4lKT3339f4eHh8vX1la+vryIiIvTBBx9YWRIAF/NLS5B/arz8U+Pll5ZgdTkAABeyrEf0pZde0oQJEzRq1ChFRUXJGKOffvpJd999t44ePaoxY8ZYVRoAFyrKnhyGclwYJsMBcBeWBdHp06dr5syZGjRokOO2nj17KiwsTBMnTiSIwu1EzTeKTzsdlNxpVizBIhdDOS4Mk+EAuAvLguihQ4cUGRlZ4PbIyEgdOnTogrczc+ZMzZw5U3v27JEkhYWF6YknnlD37t2LqlRAkhSfJreZFZu/52/T7Ub1awU5rhMsLk7ednX1Dw0rXxsArGLZGNGGDRvqs88+K3D7p5+hBkbuAAAgAElEQVR+qkaNGl3wdmrVqqWpU6fqt99+02+//abOnTurZ8+e+uuvv4qyXMCt2Hv+7BfDEegikbdd8wZ9T39tALCKZT2ikyZN0m233abVq1crKipKNptNa9eu1fLly88YUM/m5ptvdrr+7LPPaubMmYqNjVVYWFhRl41ilv8Qs0TCKumW9zDyTz3dQ2vlsAF3qgUAYEEQ3bBhg6666ir16dNHv/zyi15++WV99dVXMsYoNDRU69atU/PmzS9q29nZ2fr888+VkpKitm3bnvVxGRkZysjIcFxPSkq6qNdD0cs/dk1ijF9JF+grtxmP6E61AAAsCKItWrRQ8+bNNXz4cPXv318ffvjhJW9z06ZNatu2rdLT01W+fHktWLBAoaGhZ338lClTNGnSpEt+XaCkYjwiAMAduHyM6E8//aQWLVro0UcfVXBwsAYOHKgVK1Zc0jYbN26sDRs2KDY2Vvfcc48GDx6sLVu2nPXx48ePV2JiouMSFxd3Sa8PlDSMRyy8rh8lqNnseMel60eseQoAl8rlQbRt27aaM2eODh8+rJkzZyouLk5du3ZVgwYN9Oyzz2r//v2F3mbZsmXVsGFDtWrVSlOmTFGzZs306quvnvXxPj4+qlChgtMFAM4l/wQxAjwAXDrLZs37+vpq8ODBWrlypXbs2KF+/fpp1qxZqlevnm644YZL2rYxxmkMKOAKec8QxFmCAAA4P7c413yDBg306KOPKiQkRI899piWLl16wc997LHH1L17d4WEhCg5OVnz5s3TypUrtWTJkmKsGCiIRcKBM69xW5TyrqzBqgdAyWd5EF21apXeeecdzZ8/X2XKlNGtt96qYcOGXfDz4+PjNXDgQB06dEgVK1ZURESElixZouuuu64YqwZQGuQNVflPF5qWZdRsdrzTdRQ8u5UxRbvyRVGeEhaA9SwJonFxcXrvvff03nvvaffu3YqMjNT06dN16623yt/fv1Dbevvtt4upSgCS9acPtbIHzClU5TtdqDEq1OlEbWINUwDIz+VB9LrrrtOKFSsUGBioQYMGaejQoWrcuLGrywBwgawecuBJPWBF1Y5W/zgAgKLi8iDq6+ur+fPn66abblKZMmVc/fIAUOK5+scB4zIBFBeXB9GFCxe6+iUBAJfAk3qlAbgXyycrAciVd2JMUc80BgDAHRFEATeRd2JMUc80did5J+0Ym2VLGQMA3ABBFIDLcZjXc+RfN5RlrAAUBkEUAHDR8q8ber5lrAAgL4IoAMBJ/lnyAFBcCKIASi3Gq54Zs+QBuApBFLhIy3s4nynHJsbGlURWBS5CMAAQRIGLFujrfKacw4dL7ti4vBNOAv1zQxFLSRU/eh0BlHYEUQBOE04SUnJDUWlYSgoAYC2CKFwuf+/bsgGcLrAkY/keWInTjwIlG0EULnem3jecW97xhLncJ+yxfA+sxMQqoGQjiKLQ8vZASPRCuEre8agSYQ+lA0tJlTwc9UJhEERRaHl7ICR6IUoCT/ljnr9nmB9Bno8eT+sVNlhy1AuFQRAFiknUfKP4tNwvYftMdKt40h9zfgQBxSv/Ua+EFKNUv6D//X/hPnNpWUbNZp9+Dj2kyI8gChST+DTRKwB4sLw9hZ40SS//Ua9LGQpkjJzGkPNdiPwIogCAUulSe+ucJuoxSQ+4KARRAHBDLEtU/FzZW5d/mTMOUQO5CKIA4IZcOa43/3jmmF7F+nJOSss6tPmXOeMQNZCLIFpKsJwGgLNx5Xjm/Csf5J0II6lID3Hnn3TjTuvv5ufKHtOS1DvLcoGejyBaSrCcBgB34ao1cYty0k1xK84e0zP1OpsKp8O/O/9NYLlAz0cQLaUYfwZPkPeQsuS5h3WBS+HOZz8rSb2zKB4E0VLKk9aVROmV95CyJLf6A4vSLf+M/Pw/ks53f0mSf+hXYTB2FgRRD8EYUABwH/ln5Of/kXS++0sShn7hUpTcc/39z5QpU9S6dWsFBASoWrVquuWWW7R9+3ary3I5+xdBql91p8McADyffQLQ6cthp+t+aQlWl4hL5JeWwL8nPFKJ7xFdtWqVRo4cqdatWysrK0uPP/64unXrpi1btsjf39/q8nAB8vbmbrq95B6eKi3yz3p255nIniTvuG7bGdo874SOw4cPK4gJHh7FnYZT5Z9jAFyKEh9ElyxZ4nT93XffVbVq1fT777+rffv2FlWFwsh7WMeYknt4qjQpKTORPUneIHL4MG0O67hTKEbJV+KDaH6JiYmSpCpVqpz1MRkZGcrIyHBcT0pKKva6JNfOVL+UweMAPEv+1QUu9ciD89qO9IgDuHgeFUSNMXrwwQfVrl07NW3a9KyPmzJliiZNmuTCynK58lckg8cB2OVfXeBSjzw4r+1I76wV8nc2uPJsWJfCk1YLQNHwqCA6atQobdy4UWvXrj3n48aPH68HH3zQcT0pKUkhISHFXZ7byt9bwqx7ACVR/vHLZxpL6ylKameDJ60WgKLhMUH0vvvu08KFC7V69WrVqlXrnI/18fGRj4+PiyorGvlPc5YbHm2O65fyqzJ/b0lJ+lIDgLzyT9qCZ8n7Y4OTsXiGEh9EjTG67777tGDBAq1cuVL16tWzuqRikf80Z/Fph/lVibMqTT1DAEoXJkp5lhIfREeOHKmPP/5YX3/9tQICAhy/gCtWrChfX1+LqwOsQ88QUDjLezj/gKPHDSh+JT6Izpw5U5LUsWNHp9vfffddDRkyxPUFAQBKpEBf5x9w9LgBxa/EB1FjOOQIACh+LORe/PLPquckJ56vxAdRAABcgYXci1/+WfWc5MTzEUQBACjF8o+NZXIjXIkgCgCAB8m/asb5zn6Vf2wskxvhSgRRAAA8TN5gydmv4M4Iom4q/wL2HCoBAACehiDqpvIvYO/KQyWspQcAAFyBIGqR/GN43CnssZYeAABwBYKohQh7AACgNCOIAgBwBlHzjeLTcjsJAv29FNPL4oIAD0QQBQDgDOLTTi+unpDCUSugOHCOMgAAAFiCIAoAAABLEEQBAABgCYIoAAAALMFkJTeRf11RzqQEAAA8HUHUjVh1JiUAAAArEERxXnnX0pOkTbefu7fWLy1BNpMjyb3OGAUAANwLQRTnlXctPUky5ty9tTaT4+jd5YxRAADgbAiiKHZdP0pQQkpuD2mgP/PjAABALoIoil1CSg5nJwEAAAUQRHHJmPEPAAAuBkEURYIZ/wCAkiTvxFqJybVWIYgCAIBSJ+/EWonJtVYhiAIAgBKpMMsF5p04K51/KUK4BkEUAACUSIVZLjDvxFnp/EsRwjU8Yi2d1atX6+abb1aNGjVks9n01VdfWV0SAAAAzsMjgmhKSoqaNWum119/3epSAAAAcIE84tB89+7d1b17d6vLAAAAQCF4RI8oAAAASh6P6BEtrIyMDGVkZDiuJyUlWVgNAABA6VQqg+iUKVM0adIkq8sAAOCM0rKMms3OnQUe6O+lmF4WFwQUk1IZRMePH68HH3zQcT0pKUkhISEWVgQAwGnGyLHUUEIKC627QtR8o/i0020d6O+lZQM401JxK5VB1MfHRz4+PlaXAQAA3ER8mpzWGeUHgGt4RBA9efKk/v77b8f13bt3a8OGDapSpYpq165tYWUAAMBVCnOmJbgHjwiiv/32mzp16uS4bj/sPnjwYL333nsWVQUAAFypMGdagnvwiCDasWNHGcM5YwEAwGl5e0glcoI78oggCgAAkF/eHlKJc8u7Ixa0BwAAgCUIogAAALAEQRQAAACWIIgCAADAEgRRAAAAWIIgCgAAAEsQRAEAAGAJgigAAAAsQRAFAACAJQiiAAAAsARBFAAAAJYgiAIAAMASBFEAAABYgiAKAAAASxBEAQAAYAmCKAAAACxBEAUAAIAlCKIAAACwBEEUAAAAlvC2ugB3YIyRJJ1MTirW18lJS5a/n68kKTk5WX5+fo77CnvdpCdLttPXlZ4slfU7fZ8k2XzPej05WY5a8m8rOTlZSUlnf63895+r1uTkZJn0c9eS9/r5Xjvv+yzs413dDnkffyH/Judqh/P9+7vy36Qw++L5np+cnPtaeT8X57temNcubC3napfzbbswr3Uhr5133zxfOxT2++Jc+/aFvHbe65fy73++5xe2lkv53ryYdsn7b1bY/aMw18/32me6v6g+o4Vth0v93BTn90dhv+NNerKSk3xVHOx5w54/SjOboRW0f/9+hYSEWF0GAAAoReLi4lSrVi2ry7AUQVRSTk6ODh48qICAANlstmJ7naSkJIWEhCguLk4VKlQottfxNLTbxaHdCo82uzi028Wh3S6OJ7SbMUbJycmqUaOGvLxK9yhJDs1L8vLycukvkgoVKpTYD4+VaLeLQ7sVHm12cWi3i0O7XZyS3m4VK1a0ugS3ULpjOAAAACxDEAUAAIAlykycOHGi1UWUJmXKlFHHjh3l7c2oiMKg3S4O7VZ4tNnFod0uDu12cWg3z8FkJQAAAFiCQ/MAAACwBEEUAAAAliCIujFjjLKzs5WTk2N1KQAAAEWOMaIAAACwBNPN3NTx48e1Zs0aLVy4ULGxsVq8eLHq1atndVkl1oEDBxQbG6t169YpLCxMgwYNsrqkEiE5OVlLlizR999/r4yMDA0ZMkSdO3e2uiy3lpOTo02bNik2NlYxMTHat2+fLrvsMi1dutTq0tze7t27tWrVKjVo0EDXXnutjDHFera7ki4xMVGxsbFavny59uzZoy5duqh3794KDAy0ujS3lpSUpF9//VXLly9XcHCwBg0axOLyFuLQvIWMMdq4caMWLlyoQ4cO/X97Zx4VxbH98e8MyCYoixgQkEUQGWBQkATBiKLB8enDhaARF1QwRDRGjOLDiCIa44LLCwpijEfUuCu/BKISMS4QQWJwgcimLK4sArIvs9zfH7xpGQE1Rh0k/TknJ053V3XV5Vb1rdv3VsucS0hIQFRUFEpKSpCVlYX09HSmDEvHPHz4EPfu3ZM5VlZWhgULFuCbb77B5s2bcebMGTQ2NsqphZ2T0tJSVFZWtjm+ceNGhIeHo7m5GXp6epgyZQp27doFkUgkh1Z2PoRCoczvhQsXolu3bhg6dCiioqKgqqqK1NRU9OrVC83NzXJqZeeltrYW//3vf2FoaAhlZWXY2NggMDAQN2/eBADWCP0fT548QX5+vsy4Ky4uxqpVq/Cf//wHhYWFMDQ0RFRUFDw9PVFRUSHH1nYeqqqqUFJS0uZYREQEli1bhp07d2Lr1q2orq6WUwtZAADE8tq5cuUKXb9+/bnX3Lhxg4YOHUpaWlpkbm5OLi4udPr0aeb85cuX6fTp05Sfn08ffPABLV26lIiIxGLxG237u8rq1atJW1ubNDU1ydHRkY4fP07Nzc1ERFRZWUlbtmyhmzdvkp+fH02YMIHu3bsn5xbLl/r6eoqJiaHhw4eThoYGGRsb04QJE+jSpUuMjp0+fZp0dHTo2LFjTLkNGzaQjY0NXbp0iYiIJBKJXNovD4RCIV24cIE+++wzsrS0JEtLS1q4cCHl5eUx19y+fZsePnwoU87MzIwiIyPfdnM7Dbm5ubR792767LPPaN26dXTnzh3mXHl5OU2ZMoWMjY2purqaRCKRHFvaucjIyKC5c+dSnz59SENDgxwdHWnx4sX06NEjIiLKycmhwMBASk5OZsr89ttvZGZmRtHR0fJqtlwRCoV0/vx58vLyot69e5OOjg6NGjVKZvxVVVXRwYMH6ezZs3Tq1ClSV1enmzdvyrHVLKxH9DUiFosBANOnT0dYWFiHXrempiaEhIRASUkJ+fn5SE5Oho6ODkJCQnDt2jUAwJAhQyAQCGBqagorKyv88ccfb60f7xoxMTGIiYnB1q1bcefOHdjZ2eGLL77AL7/8AqDle76BgYGwtbWFlZUVHj9+zHig6R/qYc7MzERcXBycnZ2RnJyMhIQEVFRUICgoiNHBpKQkDB48GC4uLkw5d3d3FBcX4+zZs/JqutzIyclBZGQkqqqqsGLFCmzbtg2JiYnw9/dHbm4uAKBfv37Q19dnEgwvXboEIoKWlhaArqdvz+tPc3MzYmJiMHXqVOzevRsNDQ1ISkrCiBEjcPXqVQCAuro67Ozs0L17d2hoaKCiogI5OTldTk4d0VE/GxoacObMGZSXl+P7779Hbm4uFi1ahCNHjmDjxo0AAAsLC2zZskVmfDo7O0MsFkNJSemttL+zUVlZiX379kFHRweHDh1CWloaHB0dsWTJEpw6dQpAy/fpp06dilGjRsHNzQ11dXW4f/++nFv+z4Y1RF8DRASJRMJMKmPGjEFZWRkaGhraXAcAN27cQH5+PubMmQNNTU289957CA8Ph5KSEg4dOgTgqVErkUhga2uLrKwsAP+MV1VisRgikeiFDyPpw/7w4cNwcHDAzJkzoa2tjejoaAwePBhRUVGQSCTgcDjMK1QLCwvU19czr++70gPvZeQmPaetrY1FixZh2bJl4PP5sLS0RHh4OLhcLtLS0gAApqamKC4uxoULF5jy6enpKC8vZxZGXUEfJRIJRCJRh7tTSGUmFosxceJEbNiwAdOnT4dAIMCOHTtQX1+PpKQk5prWFBYWQiKRwNraGkDXkBcA3Lt3D/v27ZMZW88iFouRn5+Pzz77DImJidi7dy927doFExMTREVFAQCUlJRgZGSErKwsmJubw97eHpMnT8a8efPw8OHDt9mlN05747IjfVBWVsbw4cOxadMmCAQC6OnpwdvbG35+fkhLS4NQKGTKSp8/AJCSkoKKigo4ODi8uY7IgdZ9fB5aWlrw8vJCaGgo3NzcYGZmhnXr1oHH4yEpKUmmDpFIBGVlZfTs2RN5eXld6lnwrsEmK70ETU1NuHbtGjQ1NTFgwAAIhUJ069aNOc/hcMDhcMDlttj1jo6OOHz4MKqqqhhPSGsUFBRQWFgIKysr5pi+vj4cHByQnJwMAExdXC4X1tbWKC0tRW1tLdTV1d9kV986YrEYCgoKMsee/V1WVoba2lqYmprKJC9wuVyUlpZCJBJBX18fQIsXRklJCZMnT8bixYuRm5uLAQMGMHX2798fAJgV8LtqGLyq3KT97devH/r16wcAzLn6+nqUl5fD0tISACAQCHD+/HmsWLECFy5cwO3bt1FdXY3Zs2cjPj5epmxn53nt5HK5zHhrD2k5Pp8PPp8PoMV45XK5UFNTQ2NjI3r16gXg6d9AWl9JSQmICLa2tkyZdw2JRMIs6KT9u3HjBmbNmoWZM2fKzIWtUVVVxerVq5nfYrEYhoaGMDY2hkgkQk1NDTQ0NNCvXz8EBwfjgw8+gK2tLS5fvoxFixahsbER69evh56e3lvp56vQnl5JnRLPjsf29O/atWuoqKiAm5ubzHkul4vBgwe3uc/169cxYMAAiEQiRu6tx/XixYvh4+MDW1vb19bHt4VUbq2fpVJa97GkpAQlJSXMWGyNoqIixowZw/yW1vf48WP07dtXpl5pff3790dmZiaam5uhrKz8JrrG8gLevVlRDmRmZsLX1xcxMTEA0GbiLSsrw6effoqjR48CABwcHPD48eM2QdJSxdfT00NdXZ2M90RdXR2mpqYoKSlBXV2dzKQkHUBSr+i7yrPeIqCt8UREOH36NP71r39h1KhRCAsLw6RJk7Bq1SoAaLMqlkgkUFNTQ319vUx9Q4YMQWVlJR48eADgqWFgbGwMVVXVd8oQfRNyk5Zp/SA9e/YsevbsiWHDhgEADA0NsXv3bvj5+aG6uhouLi6Mt1laX2eXn9TL0V47a2pqUFhYiMuXL8Pd3R3Ozs6Iiop6biLWszJLT09HVVUVRo4c2eZasViM5ORk2NvbA0CnNkKl46c9uFwuFBUVZXSuqqoKioqKGD16NExMTODh4YEnT550WIfUMCMipKSkgMfjQUNDAwBga2uLoKAgeHh4oG/fvpg2bRoiIyORkZHBeJo7G/X19UhISGhXr7hcbpvx+fDhQ/z8889MuJZ0THt7eyM2NrbdMd4aDoeDnJwcZGZmYuTIkVBVVW3jwVu9ejWEQiGCg4P/TtfeKNJ+tud9lMqtvXHy5MkTzJ8/H1paWuDxePD19e3wdbq0buni6cCBA1BWVsaQIUPavc7e3h5//vnnc8cAy5ul886MnQhjY2NYWFigrq4OIpEIrq6uOHDgAHNeQ0MDZ86cQXZ2NgDAysoKHA4Hd+/ebbc+bW1tqKurIy8vT+a4lpYW1NTUmHLSh72uri7ee+89JnO+M/Pjjz9i4sSJTAxh6wn22clZIpHg0KFDmDt3LnMsIyMDX375JXR1dTFr1izcu3cPly9fZsIcnp2ktLW10aNHD5SVlcncw9TUFBwOp83DUUVFBe+99x4ePXqEmpqa19Trv8/rlJuPj88L5QbIehnS09MRHR2N9evXQ1Hx6YsSVVVVBAcH49ChQwgLC4O9vT2uXLmCDz/8ELW1ta9PAH8RkUiElJQUBAcHw93dHS4uLggNDUVxcTEAyBjKjY2NSE9PZzKxgZaM41mzZkEgEGDPnj1wdHTEhx9+iLVr1+Lzzz8H0PGrVOl/9+/fR0hICNatW9fumwoFBQWkpqZCIBC8CRH8LVJSUjBnzhyYmZnBxMQEM2bMwPHjx9sY4Q0NDTh16hTmz58Pd3d3bNiwARUVFYiJiYFIJIKCggI2bdqELVu2QFNTs8P7SfXs66+/Rvfu3eHt7c2cU1dXZ7bOkeopj8cDh8NpswPG26ahoQGpqanM3C4lJSUFY8aMYRa6Ul15+PAh9u/fj2XLluGHH35gjJukpCRMnToVcXFxAFp0o7m5GVwuF3w+H4qKii8MDVm1ahXs7Ozg5eUFQHZx9euvv2Lfvn0IDg5Gnz59XqMEXo2GhgYkJycjNDQU48aNg729Pdzd3REaGoorV660MeBramoQGxuLBQsWYNasWUhJSZExWr/66itcvXoVBw4cQH5+PtauXdtmXpTC4XBAROByuSgpKUFERAS8vLwwcOBAmeukuubs7Iw7d+6wmfNyhDVEX4JevXpBR0cHhYWFUFRURGFhIQoKCpiBoqKiAktLS5SUlKCqqgpAi9czKyurzUqXiKCqqgpLS0tcuHBBJo60oaEBKioqzMNAOliVlZVhbm6OhIQE/PTTT9i5c2enjJ+qra1FYmIizp8/j7Vr1wJ4akSJRCLs3r0b7u7uAJ5OrkVFRdizZw+Alq1wDh8+DACIiIjA9OnTERkZCTc3N+Tl5TEr3NYoKSnBwsICd+/eZYwQaTyRiopKu5NVv379UFpairS0NJw/fx75+flvQBovz+uQmzS2OCIiAjNmzHih3FojFAoxdepU+Pv7Y8SIEW3O19TUMDp57NgxHDt2DJMnT5ZrmEh8fDzmz5+P3NxcuLq6wsvLCyoqKsyChMvlorGxEb6+vtDX18e4cePg7++PpUuXAgA0NTVhYmKCoqIimJub4+uvv8b69esRERGB6Oho5OXlvdDb+8knn8DDwwOffPJJu+dv3boFDocDAwMDAJ0nHjktLQ1BQUFoamrCxo0bceDAAfTo0QOTJ0/GqlWrZBZoO3fuRFBQECorKzFs2DCoqamhuroaCQkJcHZ2hq2tLby8vGBubv7C+6ampiImJgZfffUVjIyMnhszmZGRgT///BPOzs6vr+OvwJo1a+Ds7IyJEyfKOBYMDQ2hra2NjIwMAC3tvnXrFqZNm4Z169YhLy8Pq1atwvz581FcXIwpU6bAw8MDe/fuRVFREYCWv4O6ujoTvtWevkm977t27cLly5fxzTfftDFay8rKsH37dkyZMgWenp4QCoW4ffs20zZ5sHr1agwbNgwJCQkYNGgQFi1aBE9PT8TFxWHkyJHYu3evzN9/y5YtWLlyJaqrq8HlcvHJJ58gPDwcQEv4wtmzZ+Ht7Y2xY8dCQ0MDo0ePZsKx2kMqyzVr1gAAQkND21zTOpSuqqoKGRkZSElJQUpKyusSA8vL8hoz8Lsk0u1pVqxYQc7OztTQ0EAeHh40Z84cevLkCXOdr68veXh4MFuTuLu7k5eXF9XV1cnUJ92e5OuvvyY7OzuKj49nzk2YMIFGjBjB/K6srKR169aRiYkJcTgc4nA4pKqqSl5eXlRQUPCmuvzKPHjwgJycnCghIYGGDx9OERERzDmJRELbtm0jdXV1mTJnzpwhBQUFqq6uJiIiBwcHWr58ucw127Zto/79+9Pt27eZulr/PykpifT09OjgwYNMmWPHjpGBgQGdO3eOOZaUlES+vr5kYGDAyJPL5dL333//GqXw13nbcnuWGTNmkKurKzU1NbU59+TJE9q1axf5+PiQu7s7mZmZ0YYNG/5Wf/8uDx48ICMjI1q6dCk1NjYSUfvbmi1atIhcXV3pxo0bRNSyJZquri6zHdW2bdtIUVGRysvLZcrp6urSt99++9w2LF++nPh8PhUVFbU5J23Ltm3byNDQkH7//Xci6hxbXQmFQnJ0dCRXV1cqLS2VObdmzRpSV1enXbt2ERFRfHw89e7dW+bvLZW3UCgkPz8/Gjp0KBG9eFu5iooKcnd3pzlz5rQ5JxKJ6MSJE5SVlUX5+fl06NAhcnZ2Jj8/P+Z+8mL37t1kZ2dHHA6HAgICmG3fHj16RLa2trRy5Urm2pkzZ5KtrS1VVlYSEdGRI0do4MCBtGTJEiIiunjxIjk7O1NwcDARtci3b9++7epQazIyMkhHR4eOHj3a7vmwsDDicDg0bNgwsrS0JGVlZeJyuRQQECC37bCio6Np6NChzNhrjbe3N5mamtL58+eJiGjv3r1kZWVFt27dYq7Zs2cP8fl8ys7OpjNnzpCenh5dvXqViFrGkUQieaHOHTx4kHr27Nnhs/LRo0f05ZdfkpubG/M8UFBQoAULFrDbiL1lWI/oS2JsbIzGxkbcv38fdnZ2KCgokNkA3MrKCqWlpSgtLQXQssrKyspCXV2dTD3SVdisWbNgbW0Nf67ppDcAAA6GSURBVH9/fPvtt5g7dy6KiooYjw3QEnito6ODwMBApKeno6mpCfX19Th69ChMTEzefKf/IlwuFzk5OXBxccGCBQuwZcsWxkPF4XBgaWkJBQUFFBQUMGX09fXRrVs3JuygW7duqK6ulnntq6+vD6FQyGyRQ8/E/Q0dOhSTJk1CYGAgtm7dinPnziEiIgICgQAuLi6MN6+srAw3btzA559/josXL+Lx48cQi8WYM2eOXL1Vf0du0q2WFBUVO5SbNASkvT7+8MMPSEtLw+eff47MzEysW7cOkyZNwvbt2wEAampq0NTUhFgsxtChQ7Fv3z4EBga+MVm8DMrKyrh//z7Gjx/PJBc8G3rQ0NCAI0eOICoqCnw+Hzdv3kRjYyOEQiF2796Nuro6mJiYoE+fPsjJyQHQkpQIAObm5rhz506H97948SLOnDmDkJAQ6OrqIjExEevXr0dsbCwAMPqmpaUFT09PJvmrM8TT/vjjj8jIyMCCBQugq6srs9vH1KlTYW1tjSNHjgAAsrOzoaKigqCgIKa8VN6Kiorg8/nMmHxe34gI+/btQ01NDSIiIgC0fNkmOzsbEokECgoKOHfuHP7973+Dx+Nh5cqVcHFxwcaNG+WePKKnpwcjIyP4+PggNzcXYWFhAFq2ALK0tERqaioAICsrC3l5eZg2bRoTouDp6Ql3d3fmdbyjoyOmT5+O6OhoVFdXo6qqCk1NTejbt2+H96+ursbChQvx0UcfwcLCAjt37oSvry9GjBjBPH8ePnyIjz/+GM7Ozli9ejWys7MhFouxY8eODl9fv2mkCWnS+UksFjN65u/vD7FYjNOnTwNo8X5raWmhubkZQUFBGD9+PIKDg3H37l3k5OTA1NQU1dXVTJjDs8nB7ZGTk4PQ0FCEhYWhoqIC0dHRmD17NpYsWcK8haysrERubi5sbGxw6tQpFBUVQSQSISIiQm5y+8ciTyv4XUDqxTh79iwNHjyY4uPjKTY2lqysrCgtLY257vTp06SpqUlxcXFERBQXF0fa2tqUk5PTYd0VFRW0adMmev/992n8+PF04sSJF7ZHLBaTUCjsFN6VZ9mzZw999NFHdPfuXSIiGjRoEIWEhDCe4z/++IMMDAzo5MmTTJkHDx7IeNkCAgLI1dVVxksQExNDSkpKjKew9WpVKofKykrasWMHWVlZUa9evWjmzJmUm5v7Uu2W90cC5CE3ohaZubu7M56AHj16kJOTE82bN4+SkpLeaJ//LgMHDiQHBwdaunQpLV++nMLDwyk1NZUqKiqIqEVmhoaGpKurS5qamqSjo0N8Pp+mT59Ox48fJ6KWzb/Nzc1p+/btRNSiS0KhkIYPH04BAQFE1FY36uvracKECcThcKh79+7E5XJJW1ub7O3tac+ePW9RAq9GTEwMqampyXiXpNTV1VFAQADp6+uTSCSiTZs2ka6uLhG1eECfJTExkRQVFRmvfEdcvXqVOBwO8fl8Gj16NOnr6xOHwyFra2tGX+/cuUO5ubmdzhN169YtcnNzo7CwMPr111+pd+/e9N133xER0cqVK8nAwICIiO7evUs8Hk9mI3mRSEQHDx6k7t27M8caGxupf//+FBoaSvPnz6fJkyczH95oj9jYWMZbp6amRjwej2bOnEmRkZFt3rZ1JrKysmjEiBGMx7j1OHr06BG5urqSQCAgIqLFixcTh8MhS0tLGjduHK1cuZJOnDjB6INYLCZTU1P66quvZO5RUFDQob4sWrRI5i2itbU1TZ06lU6ePNnumx8W+cJu3/QCpCv9vn37onv37sjMzMTUqVMhFotx5coVODo6QigUIi4uDlwul8nkGzRoECorK1FQUMBsGfQsWlpaWLJkCZYsWdLh/el/8Y5cLpdZBXa27Ftp+3777Tc4OTnByMgIQEuc0Pr162FjY4PJkydDU1MThoaG+P333zFx4kQALckwvXr1wvXr1wEA48ePR2pqKkJCQrBz506UlJTg1KlTUFdXR2ZmJgBZ74v035qamggICIC/v/9zV7MikajNilpe8pSn3ICW2OaQkBBs3rwZlpaWHW7DAzxNnnqRJ+JtcfLkSYSHhyM5ORm9evVCfX09VqxYgSFDhuC7776DmpoadHV1YW1tja1bt0JBQaHNVmr6+vrQ0tJCZGQkrKys4ObmhsOHDyMvL49JWHq2ryKRCBMnTsSkSZNga2sLHo/33M3DRSKRTPKXvFFTU4NYLGY+N9paJ1RVVaGnp4fy8nJIJBLY2Njg8ePHKC0tRe/evdvUZW1tDSLCiRMnMGvWLNTW1kJJSYmRh1S/f//9d7i6ukJPTw82NjZYunQp7O3tZTb5NzMzewu9/+v06dMHPXr0QFFREUJCQhAUFITAwEB8+OGH4PP5TFy6kZERVFVVZd5aKCgooLGxEb1790Z5eTl0dHSgrKyMhQsXYv/+/bh27Ro2bNjQ7rij/8WG8vl8pKenw9TU9J36Frq+vj40NTWZuNrW40hPTw+qqqpMcpCBgQH09PRw/fp1qKioyNTT0NAAVVVV/Oc//8HSpUvR2NgIb29vFBcXIyYmBmvXroWFhQUjL6nOTZkyBd7e3ujfv/87Jbd/LHI1g98hampqaNKkSTR79mwiIpo9ezb16dOHIiIiKCgoiObNm0e9e/emZcuWMau/JUuWyHzOriOkXs7O5g34q0ycOJH69+9Pc+fOJWtra+revTtxOBwaN24cNTc3U0NDA/n4+JCzszNTJjExkZSVlWnIkCFE1OIxOHr0KFlYWJChoSH16dOHFi9eTAEBAeTh4fFS7RCLxcxK+l2gM8lNKBSSUCh8Z2RH1OJhKS0tpXPnzhGPxyM/Pz8iaom5HjlypMy1JSUldPLkSSopKaGqqiry8fEhPT09mjFjBtnY2JCGhgZ98cUXf+n+79L4vXnzJhMX3V57fXx8yNjYmIkf7du3L/n6+jJvdsrKyujIkSN0//59IiJasGABDRgwgFRUVMjW1pauXbv29jrzlvD396cxY8ZQbW0tEREJBAJydXWl48ePk4qKCmVmZhJRi2fPxsaGLly4QEREDQ0NNGjQIJo9ezbV19cz9UkkEho7dixxOBz6v//7P+ZYV0Mqt9Z9l8Ln88nT05OampooOzubtLS0KCwsjPk8bm1tLW3evJkOHjzIeDB37dpFo0aNIg0NDTIyMiI/Pz8qLCxsU3dXlGVXhzVE/wLz5s0jgUBAdXV1VF9fT4GBgWRvb08ff/wx3b59m7Kzs5lB9y49yF8HhYWFNHToULKzs6NZs2bR5s2bKSUlhRITE8nOzo42btxIRC0GFIfDoYULF1JUVBT5+fmRp6cncTgcmfpyc3MpLi6OMeQdHR0pMDDwnXjY/xU6g9y6ysTd3NxMM2fOpOHDhxNRS3KatrY2CQQCio2NpcjISJo2bRp5enrS/fv3SSwW0/Lly+n999+n7Oxs+vHHHyk/P/+F95FIJCQSid5ZuVlbW5OTkxM9fvyYiJ7OVY8fPyZ9fX364osvmGOxsbFkb29P77//Prm6upKRkRHNmDGDSQCpqKig5ORkunbtWped89asWUMuLi6UnZ1NRC0LHxsbGxIIBKSiosIkv5WXl9Po0aOJx+ORj48Pubi4kJOTE6WnpxPR0yQbopawGKm83lU9ehFSuUkXMdL+Xrx4kXr27Cnz/fft27eTlZUVDR8+nFxdXcnExIQGDRpEsbGxMnVWVFR0WT37J8Maoi+BdKJYs2YNjRw5kslCfhFisfgfM2gKCwtJQ0ODrl+/LnNcIpHQpk2biMvlMg/5I0eOkJOTE9nZ2dGWLVuotLSU/vzzT5kyrT3J3333HfXo0UNmh4GuAiu3V+fevXsy8YlxcXGkq6tL4eHhzLHr16/Tp59+SpaWlsTn82nhwoV08eJFJi4vMjKSrKys2mSQd2UOHTpE2tra9NFHH1FycjI1NTVRTk4OeXl5kYODg4xOEbXEP27dupXCw8Pp4sWLnTo28U2wf/9+GjJkCJ09e5Y5Fh8fz2TTf/nll8zx8vJyio6OphkzZtCGDRsoKytLHk3uFOzfv59cXFzo8uXLRERUXV1NP/30E9nb29O4ceOouLhY5vqCggIKDw9n9KympkYezWaRA6wh+hJIjclly5bRsGHDmKQS6bnOmjz0Nvnll19IRUWl3cSFyspKmjt3bpsH3PNYuXIl8Xg80tXVJX19fdqxY0eXlDErt1ejurqanJ2dac6cOTRhwgTi8XhkZmZGQUFBjPdXOm7bS7SREhsbS4aGhvTzzz+/8NquRHx8PAkEAuLz+dS7d29SU1OjMWPGMElMLE+5ePEi2dra0qZNm4joqV7Fx8eTi4tLh9sq/dO5dOkSWVpaEo/HIycnJ9LR0SEzMzMKDg5mtkzrinMTy1+n80TRd2I4HA7++OMPXL58Gba2tsxmzJ01eUge3Lx5E2PGjEFjYyPz6T4pmpqa2LVrV5sy0gQY6af/pF/E4HA4GD9+PKytrTFgwADY2Nh0WRmzcns1NDQ0EBgYiLS0NBgYGMDb21sm4Qt4miAhTRaSbiHTOknN2NgYHh4e6NGjh8y1XZ2xY8di1KhRuHr1Knr27Akej8fIRapLLC2YmppCIBDAysoKwFO9Gjt2LMaOHSvPpnVq+vXrh9GjR6OpqQkDBw7EkCFDYGtry+oZSxs4RJ3kcx+dmPr6eowcORLGxsZYs2YNLCws5N2kTseLJhXpl0C6qmH0qrByY2FhYWH5J8MaoiyvDXpmo3mWl4OV26sj3ZC9s2wrxcLCwsLy12ANURYWFhYWFhYWFrnAuhBYWFhYWFhYWFjkAmuIsrCwsLCwsLCwyAXWEGVhYWFhYWFhYZELrCHKwsLCwsLCwsIiF1hDlIWFhYWFhYWFRS6whigLCwsLCwsLC4tcYA1RFhYWFhYWFhYWucAaoiwsLCwsLCwsLHKBNURZWFhYWFhYWFjkAmuIsrCwsLCwsLCwyIX/B1hFjzERMt7lAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Mpf_Figure size 700x800 with 3 Axes>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ap = mpf.make_addplot(df[['UpperB','LowerB']],ax=ax2,ylabel='Bollinger Bands')\n",
    "mpf.plot(df,ax=ax1,volume=ax4,addplot=ap,xrotation=10,type='candle')\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "fig = mpf.figure(style='charles',figsize=(7,8))\n",
    "ax1 = fig.add_subplot(3,1,1)\n",
    "ax2 = fig.add_subplot(3,1,2,sharex=ax1)\n",
    "ax3 = fig.add_subplot(3,1,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "ap = [ mpf.make_addplot(df,type='ohlc',ax=ax2,ylabel='OHLC Price'),\n",
    "       mpf.make_addplot(df[['UpperB','LowerB']],ax=ax1)\n",
    "     ]\n",
    "mpf.plot(df,ax=ax1,volume=ax3,addplot=ap,xrotation=10,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Mpf_Figure size 700x800 with 3 Axes>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
